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Journal Articles

272
Guichard L, An X, Neylan TC, Clifford GD, Li Q, Ji Y, Macchio L, Baker J, Beaudoin FL, Jovanovic T, Linnstaedt SD, Germine LT, Bollen KA, Rauch SL, Haran JP, Storrow AB, Lewandowski C, Jr PIM, Hendry PL, Sheikh S, Jones CW, Punches BE, Swor RA, Gentile NT, Pascual JL, Seamon MJ, Datner EM, Pearson C, Peak DA, Merchant RC, Domeier RM, Rathlev NK, O'Neil BJ, Sergot P, Sanchez LD, Bruce SE, Sheridan JF, Harte SE, Ressler KJ, Koenen KC, Kessler RC, McLean SA, Group AS. Heart Rate Variability Wrist-Wearable Biomarkers Identify Adverse Posttraumatic Neuropsychiatric Sequelae after Traumatic Stress Exposure. Psychiatry Research 2024 November 7; 342: p. 116260. 
@article{LaurianeGuichard_2024_11_07_HeartRate,
    author = "Guichard, Lauriane and An, Xinming and Neylan, Thomas C and Clifford, Gari D and Li, Qiao and Ji, Yinyao and Macchio, Lindsay and Baker, Justin and Beaudoin, Francesca L and Jovanovic, Tanja and Linnstaedt, Sarah D and Germine, Laura T and Bollen, Kenneth A and Rauch, Scott L and Haran, John P and Storrow, Alan B and Lewandowski, Christopher and Jr, Paul I Musey and Hendry, Phyllis L and Sheikh, Sophia and Jones, Christopher W and Punches, Brittany E and Swor, Robert A and Gentile, Nina T and Pascual, Jose L and Seamon, Mark J and Datner, Elizabeth M and Pearson, Claire and Peak, David A and Merchant, Roland C and Domeier, Robert M and Rathlev, Niels K and O'Neil, Brian J and Sergot, Paulina and Sanchez, Leon D and Bruce, Steven E and Sheridan, John F and Harte, Steven E and Ressler, Kerry J and Koenen, Karestan C and Kessler, Ronald C and McLean, Samuel A and Group, AURORA Study",
    title = "Heart Rate Variability Wrist-Wearable Biomarkers Identify Adverse Posttraumatic Neuropsychiatric Sequelae after Traumatic Stress Exposure",
    date = "2024-11-07",
    journal = "Psychiatry Research",
    url = "https://drive.google.com/file/d/1q8X\_cwgJIBnUxmEpiFAyJGA7vDb3v2h7/view?usp=sharing",
    volume = "342",
    pages = "116260",
    note = "Publisher: Elsevier"
}
271
Lee C, House SL, Beaudoin FL, Neylan TC, Clifford GD, Linnstaedt SD, Germine LT, Rauch SL, Haran JP, Storrow AB, Lewandowski C, Jr PIM, Hendry PL, Sheikh S, Punches BE, Swor RA, Hudak LA, Pascual JL, Seamon MJ, Harris E, Pearson C, Peak DA, Domeier RM, Rathlev NK, O'Neil BJ, Sergot P, Sanchez LD, Bruce SE, Sheridan JF, Harte SE, Koenen KC, Kessler RC, McLean SA, Yang Q, An X. Understanding Onset, Dynamic Transitions, and Associated Inequality Risk Factors for Adverse Posttraumatic Neuropsychiatric Sequelae After Trauma Exposure. Psychiatric Research and Clinical Practice 2024 November 6. DOI: 10.1176/appi.prcp.20240017. 
@article{ChiyoungLee_2024_11_06_UnderstandingOnset,
    author = "Lee, Chiyoung and House, Stacey L and Beaudoin, Francesca L and Neylan, Thomas C and Clifford, Gari D and Linnstaedt, Sarah D and Germine, Laura T and Rauch, Scott L and Haran, John P and Storrow, Alan B and Lewandowski, Christopher and Jr, Paul I Musey and Hendry, Phyllis L and Sheikh, Sophia and Punches, Brittany E and Swor, Robert A and Hudak, Lauren A and Pascual, Jose L and Seamon, Mark J and Harris, Erica and Pearson, Claire and Peak, David A and Domeier, Robert M and Rathlev, Niels K and O'Neil, Brian J and Sergot, Paulina and Sanchez, Leon D and Bruce, Steven E and Sheridan, John F and Harte, Steven E and Koenen, Karestan C and Kessler, Ronald C and McLean, Samuel A and Yang, Qing and An, Xinming",
    title = "Understanding Onset, Dynamic Transitions, and Associated Inequality Risk Factors for Adverse Posttraumatic Neuropsychiatric Sequelae After Trauma Exposure",
    date = "2024-11-06",
    journal = "Psychiatric Research and Clinical Practice",
    url = "https://drive.google.com/file/d/1SFWhmd7pAZQ46RcaWsqnFuEn2gkrbYOL/view?usp=sharing",
    doi = "10.1176/appi.prcp.20240017"
}
270
Katebi N, Bremer W, Nguyen T, Phan D, Jeff J, Armstrong K, Phabian-Millbrook P, Platner M, Carroll K, Shoai B, Rohloff P, Boulet SL, Franklin CG, Clifford GD. Automated Image Transcription for Perinatal Blood Pressure Monitoring Using Mobile Health Technology. PLOS Digital Health 2024 October 2; 3 (10): p. e0000588. 
@article{NasimKatebi_2024_AutomatedImage,
    author = "Katebi, Nasim and Bremer, Whitney and Nguyen, Tony and Phan, Daniel and Jeff, Jamila and Armstrong, Kirkland and Phabian-Millbrook, Paula and Platner, Marissa and Carroll, Kimberly and Shoai, Banafsheh and Rohloff, Peter and Boulet, Sheree L and Franklin, Cheryl G and Clifford, Gari D",
    title = "Automated Image Transcription for Perinatal Blood Pressure Monitoring Using Mobile Health Technology",
    date = "2024-10-02",
    journal = "PLOS Digital Health",
    url = "https://drive.google.com/file/d/1PruP9g7PK4YR5BGnXQWsiUYCML\_bU5YX/view?usp=sharing",
    volume = "3",
    issue = "10",
    pages = "e0000588",
    note = "Publisher: Cold Spring Harbor Laboratory Press"
}
269
Koscova Z, Rad AB, Nasiri S, Reyna MA, Sameni R, Trotti LM, Sun H, Turley N, Stone KL, Thoman RJ, Mignot E, Westover B, Clifford GD. From Sleep Patterns to Heart Rhythms: Predicting Atrial Fibrillation from Overnight Polysomnograms. Journal of Electrocardiology 2024 September; 86: p. 153759. DOI: 10.1016/j.jelectrocard.2024.153759. 
@article{ZuzanaKoscova_2024_FromSleep,
    author = "Koscova, Zuzana and Rad, Ali Bahrami and Nasiri, Samaneh and Reyna, Matthew A and Sameni, Reza and Trotti, Lynn M and Sun, Haoqi and Turley, Niels and Stone, Katie L and Thoman, Robert J and Mignot, Emmanuel and Westover, Brandon and Clifford, Gari D",
    title = "From Sleep Patterns to Heart Rhythms: Predicting Atrial Fibrillation from Overnight Polysomnograms",
    date = "2024-09",
    journal = "Journal of Electrocardiology",
    url = "https://drive.google.com/file/d/18y0zxRpkeeUSKCO9ODbAb5NgPNLWhCkd/view?usp=sharing",
    pages = "153759",
    volume = "86",
    doi = "10.1016/j.jelectrocard.2024.153759",
    note = "Elsevier"
}
268
Ramos E, Palax IP, Cuxil ES, Iquic ES, Ajqui AC, Miller AC, Chandrasekaran S, Hall-Clifford R, Sameni R, Katebi N, Clifford GD, Rohloff P. Mobil Monitoring Doppler Ultrasound (MoMDUS) study: protocol for a prospective, observational study investigating the use of artificial intelligence and low-cost Doppler ultrasound for the automated quantification of hypertension, pre-eclampsia and fetal growth restriction in rural Guatemala. BMJ Open 2024 September 10; 14 (9): p. e090503. DOI: 10.1136/bmjopen-2024-090503. 
@article{EdlynRamos_2024_09_01_MobilMonitoring,
    author = "Ramos, Edlyn and Palax, Irma Pil{\'o} and Cuxil, Emily Serech and Iquic, Elsa Sebaquijay and Ajqui, Ana Can{\'u} and Miller, Ann C and Chandrasekaran, Suchitra and Hall-Clifford, Rachel and Sameni, Reza and Katebi, Nasim and Clifford, Gari D and Rohloff, Peter",
    title = "Mobil Monitoring Doppler Ultrasound (MoMDUS) study: protocol for a prospective, observational study investigating the use of artificial intelligence and low-cost Doppler ultrasound for the automated quantification of hypertension, pre-eclampsia and fetal growth restriction in rural Guatemala",
    date = "2024-09-10",
    issue = "9",
    journal = "BMJ Open",
    url = "https://drive.google.com/file/d/11eWOewXwTuWfXu9cdga6PYZV8AkA0H1U/view?usp=sharing",
    pages = "e090503",
    volume = "14",
    doi = "10.1136/bmjopen-2024-090503",
    note = "Publisher: British Medical Journal Publishing Group"
}
267
Kiarashi Y, Suresha PB, Rad AB, Reyna MA, Anderson C, Foster J, Lantz J, Villavicencio T, Hamlin T, Clifford GD. Off-body Sleep Analysis for Predicting Adverse Behavior in Individuals with Autism Spectrum Disorder. IEEE Journal of Biomedical and Health Informatics 2024 September 6; pp. 1-10. DOI: 10.1109/JBHI.2024.3455942. 
@article{YasharKiarashi_2024_09_06_OffbodySleep,
    author = "Kiarashi, Yashar and Suresha, Pradyumna B and Rad, Ali Bahrami and Reyna, Matthew A and Anderson, Conor and Foster, Jenny and Lantz, Johanna and Villavicencio, Tania and Hamlin, Theresa and Clifford, Gari D",
    title = "Off-body Sleep Analysis for Predicting Adverse Behavior in Individuals with Autism Spectrum Disorder",
    date = "2024-09-06",
    journal = "IEEE Journal of Biomedical and Health Informatics",
    url = "https://drive.google.com/file/d/13OKFkrvzY8G7OBPznkC6Ak4rPHu8KSsr/view?usp=sharing",
    pages = "1-10",
    doi = "10.1109/JBHI.2024.3455942",
    note = "Publisher: IEEE"
}
266
Rad AB, Kirsch M, Li Q, Xue J, Sameni R, Albert D, Clifford GD. A Crowdsourced AI Framework for Atrial Fibrillation Detection in Apple Watch and Kardia Mobile ECGs. Sensors 2024 September 2; 24 (17): p. 5708. DOI: 10.3390/s24175708. 
@article{AliBahramiRad_2024_09_02_ACrowdsourced,
    author = "Rad, Ali Bahrami and Kirsch, Miguel and Li, Qiao and Xue, Joel and Sameni, Reza and Albert, Dave and Clifford, Gari D",
    title = "A Crowdsourced AI Framework for Atrial Fibrillation Detection in Apple Watch and Kardia Mobile ECGs",
    date = "2024-09-02",
    issue = "17",
    journal = "Sensors",
    url = "https://drive.google.com/file/d/1F5cP4sCYgF-zHdvYVabyE6T1JvggfTfy/view?usp=sharing",
    pages = "5708",
    volume = "24",
    doi = "10.3390/s24175708",
    note = "Publisher: MDPI"
}
265
Hyatt CS, Reddi PJ, Sharpe BM, Michopoulos V, Rooij SJ, House SL, Beaudoin FL, An X, Stevens JS, Zeng D, Neylan TC, Clifford GD, Linnstaedt SD, Germine LT, Bollen KA, Rauch SL, Haran JP, Lewandowski C, Musey PI, Hendry PL, Sheikh S, Jones CW, Punches BE, Kurz MC, Swor RA, Hudak LA, Pascual JL, Seamon MJ, Harris E, Pearson C, Peak DA, Merchant RC, Domeier RM, Rathlev NK, Sergot P, Sanchez LD, Bruce SE, Miller MW, Pietrzak RH, Joormann J, Pizzagalli DA, Sheridan JF, Smoller JW, Harte SE, Elliott JM, McLean SA, Kessler RC, Ressler KJ, Koenen KC, Maples-Keller JL. Longitudinal associations between five factor model and impulsive personality traits and PTSD symptoms: Findings from the AURORA study. Journal of Research in Personality 2024 August 16; 112: p. 104524. 
@article{CourtlandSHyatt_2024_08_16_Longitudinalassociations,
    author = "Hyatt, Courtland S and Reddi, Preethi J and Sharpe, Brinkley M and Michopoulos, Vasiliki and van Rooij, Sanne JH and House, Stacey L and Beaudoin, Francesca L and An, Xinming and Stevens, Jennifer S and Zeng, Donglin and Neylan, Thomas C and Clifford, Gari D and Linnstaedt, Sarah D and Germine, Laura T and Bollen, Kenneth A and Rauch, Scott L and Haran, John P and Lewandowski, Christopher and Musey, Paul I and Hendry, Phyllis L and Sheikh, Sophia and Jones, Christopher W and Punches, Brittany E and Kurz, Michael C and Swor, Robert A and Hudak, Lauren A and Pascual, Jose L and Seamon, Mark J and Harris, Erica and Pearson, Claire and Peak, David A and Merchant, Roland C and Domeier, Robert M and Rathlev, Niels K and Sergot, Paulina and Sanchez, Leon D and Bruce, Steven E and Miller, Mark W and Pietrzak, Robert H and Joormann, Jutta and Pizzagalli, Diego A and Sheridan, John F and Smoller, Jordan W and Harte, Steven E and Elliott, James M and McLean, Samuel A and Kessler, Ronald C and Ressler, Kerry J and Koenen, Karestan C and Maples-Keller, Jessica L",
    title = "Longitudinal associations between five factor model and impulsive personality traits and PTSD symptoms: Findings from the AURORA study",
    date = "2024-08-16",
    journal = "Journal of Research in Personality",
    url = "https://drive.google.com/file/d/1lUfqnM-D6k81DgQFozXNxuF4VCTVEpUZ/view?usp=sharing",
    volume = "112",
    pages = "104524",
    note = "Publisher: Academic Press"
}
264
Seligowski AV, Harnett NG, Ellis RA, Grasser LR, Hanif M, Wiltshire C, Ely TD, Lebois LA, Rooij SJ, House SL, Beaudoin FL, An X, Neylan TC, Clifford GD, Linnstaedt SD, Germine LT, Bollen KA, Rauch SL, Haran JP, Storrow AB, Lewandowski C, Musey PI, Hendry PL, Sheikh S, Jones CW, Punches BE, Swor RA, Hudak LA, Pascual JL, Seamon MJ, Harris E, Pearson C, Peak DA, Merchant RC, Domeier RM, Rathlev NK, O'Neil BJ, Sergot P, Sanchez LD, Bruce SE, Harte SE, Koenen KC, Kessler RC, McLean SA, Ressler KJ, Stevens JS, Jovanovic T. Probing the neurocardiac circuit in trauma and posttraumatic stress. Journal of Psychiatric Research 2024 August; 176: pp. 173-181. DOI: 10.1016/j.jpsychires.2024.06.009. 
@article{AntoniaVSeligowski_2024_06_07_Probingthe,
    author = "Seligowski, Antonia V and Harnett, Nathaniel G and Ellis, Robyn A and Grasser, Lana R and Hanif, Mubeena and Wiltshire, Charis and Ely, Timothy D and Lebois, Lauren AM and van Rooij, Sanne JH and House, Stacey L and Beaudoin, Francesca L and An, Xinming and Neylan, Thomas C and Clifford, Gari D and Linnstaedt, Sarah D and Germine, Laura T and Bollen, Kenneth A and Rauch, Scott L and Haran, John P and Storrow, Alan B and Lewandowski, Christopher and Musey, Paul I and Hendry, Phyllis L and Sheikh, Sophia and Jones, Christopher W and Punches, Brittany E and Swor, Robert A and Hudak, Lauren A and Pascual, Jose L and Seamon, Mark J and Harris, Erica and Pearson, Claire and Peak, David A and Merchant, Roland C and Domeier, Robert M and Rathlev, Niels K and O'Neil, Brian J and Sergot, Paulina and Sanchez, Leon D and Bruce, Steven E and Harte, Steven E and Koenen, Karestan C and Kessler, Ronald C and McLean, Samuel A and Ressler, Kerry J and Stevens, Jennifer S and Jovanovic, Tanja",
    title = "Probing the neurocardiac circuit in trauma and posttraumatic stress",
    date = "2024-08",
    journal = "Journal of Psychiatric Research",
    url = "https://drive.google.com/file/d/1dtJgeknnDCfiV9HXrnejhC1ckzW4m3pd/view?usp=sharing",
    volume = "176",
    pages = "173-181",
    doi = "10.1016/j.jpsychires.2024.06.009",
    note = "Publisher: Pergamon"
}
263
Qin R, Cook R, Yang K, Abbasi A, Dobolyi D, Seyedi S, Griner E, Kwon H, Cotes R, Jiang Z, Clifford GD. Language Models for Online Depression Detection: A Review and Benchmark Analysis on Remote Interviews. 2024 August 13. DOI: 10.1145/3673906. 
@article{RuiyangQin_2024_LanguageModels,
    author = "Qin, Ruiyang and Cook, Ryan and Yang, Kai and Abbasi, Ahmed and Dobolyi, David and Seyedi, Salman and Griner, Emily and Kwon, Hyeokhyen and Cotes, Robert and Jiang, Zifan and Clifford, Gari D",
    title = "Language Models for Online Depression Detection: A Review and Benchmark Analysis on Remote Interviews",
    date = "2024-08-13",
    url = "https://drive.google.com/file/d/19gD3AS\_pEWmG71ASRxjFzt34S0CH-sgi/view?usp=sharing",
    doi = "10.1145/3673906",
    note = "Publisher: ACM"
}
262
Webb EK, Stevens JS, Ely TD, Lebois LA, Rooij SJH, Bruce SE, House SL, Beaudoin FL, An X, Neylan TC, Clifford GD, Linnstaedt SD, Germine LT, Bollen KA, Rauch SL, Haran JP, Storrow AB, Lewandowski C, Musey PI, Hendry PL, Sheikh S, Jones CW, Punches BE, Swor RA, Murty VP, Hudak LA, Pascual JL, Seamon MJ, Datner EM, Pearson C, Peak DA, Domeier RM, Rathlev NK, O'Neil BJ, Sergot P, Sanchez LD, Joormann J, Pizzagalli DA, Harte SE, Kessler RC, Koenen KC, Ressler KJ, McLean SA, Harnett NG. Neighborhood resources associated with psychological trajectories and neural reactivity to reward after trauma. JAMA Psychiatry 2024 July 31; p. e242148. DOI: 0.1001/jamapsychiatry.2024.2148. 
@article{EKateWebb_2024_Neighborhoodresources,
    author = "Webb, E Kate and Stevens, Jennifer S and Ely, Timothy D and Lebois, Lauren AM and van Rooij, Sanne J H and Bruce, Steven E and House, Stacey L and Beaudoin, Francesca L and An, Xinming and Neylan, Thomas C and Clifford, Gari D and Linnstaedt, Sarah D and Germine, Laura T and Bollen, Kenneth A and Rauch, Scott L and Haran, John P and Storrow, Alan B and Lewandowski, Christopher and Musey, Paul I and Hendry, Phyllis L and Sheikh, Sophia and Jones, Christopher W and Punches, Brittany E and Swor, Robert A and Murty, Vishnu P and Hudak, Lauren A and Pascual, Jose L and Seamon, Mark J and Datner, Elizabeth M and Pearson, Claire and Peak, David A and Domeier, Robert M and Rathlev, Niels K and O'Neil, Brian J and Sergot, Paulina and Sanchez, Leon D and Joormann, Jutta and Pizzagalli, Diego A and Harte, Steven E and Kessler, Ronald C and Koenen, Karestan C and Ressler, Kerry J and McLean, Samuel A and Harnett, Nathaniel G",
    title = "Neighborhood resources associated with psychological trajectories and neural reactivity to reward after trauma",
    date = "2024-07-31",
    journal = "JAMA Psychiatry",
    url = "https://drive.google.com/file/d/1--uMsnIBF0mxhVonmzg5FIxJTc5CfoCT/view?usp=sharing",
    pages = "e242148",
    doi = "0.1001/jamapsychiatry.2024.2148"
}
261
Shah AJ, Vaccarino V, Goldberg J, Huang M, Ko Y, Ma X, Levantsevych OM, Smith NL, Alagar N, Mousselli I, Johnson DA, Clifford GD, Bremner JD, Bliwise DL. Posttraumatic Stress Disorder and Obstructive Sleep Apnea in Twins. JAMA Network Open 2024 June 3; 7 (6): pp. e2416352-e2416352. DOI: 10.1001/jamanetworkopen.2024.16352. 
@article{AmitJShah_2024_06_03_PosttraumaticStress,
    author = "Shah, Amit J and Vaccarino, Viola and Goldberg, Jack and Huang, Minxuan and Ko, Yi-An and Ma, Xin and Levantsevych, Oleksiy M and Smith, Nicholas L and Alagar, Nikila and Mousselli, Iman and Johnson, Dayna A and Clifford, Gari D and Bremner, J Douglas and Bliwise, Donald L",
    title = "Posttraumatic Stress Disorder and Obstructive Sleep Apnea in Twins",
    date = "2024-06-03",
    issue = "6",
    journal = "JAMA Network Open",
    url = "https://drive.google.com/file/d/1cvzLbCgHI\_RJpeiR1lgApk3yiUknpJ4S/view?usp=sharing",
    pages = "e2416352-e2416352",
    volume = "7",
    doi = "10.1001/jamanetworkopen.2024.16352",
    note = "Publisher: American Medical Association"
}
260
Shivashankara KK, Deepanshi , Shervedani AM, Clifford GD, Reyna MA, Sameni R. ECG-image-kit: a synthetic image generation toolbox to facilitate deep learning-based electrocardiogram digitization. Physiological Measurement 2024 May 28; 45 (5). DOI: 10.1088/1361-6579. 
@article{KshamaKodthaluShivashankara_2024_05_09_ECGimagekita,
    author = "Shivashankara, Kshama Kodthalu and Deepanshi and Shervedani, Afagh Mehri and Clifford, Gari D and Reyna, Matthew A and Sameni, Reza",
    title = "ECG-image-kit: a synthetic image generation toolbox to facilitate deep learning-based electrocardiogram digitization",
    date = "2024-05-28",
    volume = "45",
    issue = "5",
    journal = "Physiological Measurement",
    url = "https://drive.google.com/file/d/1zR1Oaaz230d-7GiuBUQVfOjoEA\_JvYPJ/view?usp=sharing",
    doi = "10.1088/1361-6579/ad4954"
}
259
Horwitz A, McCarthy K, House SL, Beaudoin FL, An X, Neylan TC, Clifford GD, Linnstaedt SD, Germine LT, Rauch SL, Haran JP, Storrow AB, Lewandowski C, Jr PIM, Hendry PL, Sheikh S, Jones CW, Punches BE, Swor RA, Hudak LA, Pascual JL, Seamon MJ, Harris E, Pearson C, Peak DA, Domeier RM, Rathlev NK, Sergot P, Sanchez LD, Bruce SE, Joormann J, Harte SE, Koenen KC, McLean SA, Sen S. Intensive Longitudinal Assessment Following Index Trauma to Predict Development of PTSD using Machine Learning. Journal of Anxiety Disorders 2024 May 5; 104: p. 102876. DOI: 10.1016/j.janxdis.2024.102876. 
@article{AdamHorwitz_2024_05_05_IntensiveLongitudinal,
    author = "Horwitz, Adam and McCarthy, Kaitlyn and House, Stacey L and Beaudoin, Francesca L and An, Xinming and Neylan, Thomas C and Clifford, Gari D and Linnstaedt, Sarah D and Germine, Laura T and Rauch, Scott L and Haran, John P and Storrow, Alan B and Lewandowski, Christopher and Jr, Paul I Musey and Hendry, Phyllis L and Sheikh, Sophia and Jones, Christopher W and Punches, Brittany E and Swor, Robert A and Hudak, Lauren A and Pascual, Jose L and Seamon, Mark J and Harris, Erica and Pearson, Claire and Peak, David A and Domeier, Robert M and Rathlev, Niels K and Sergot, Paulina and Sanchez, Leon D and Bruce, Steven E and Joormann, Jutta and Harte, Steven E and Koenen, Karestan C and McLean, Samuel A and Sen, Srijan",
    title = "Intensive Longitudinal Assessment Following Index Trauma to Predict Development of PTSD using Machine Learning",
    date = "2024-05-05",
    journal = "Journal of Anxiety Disorders",
    url = "https://drive.google.com/file/d/1xmg4C1vepPt8ocv3FmJEHflgX3tJcZpN/view?usp=sharing",
    pages = "102876",
    volume = "104",
    doi = "10.1016/j.janxdis.2024.102876",
    note = "Publisher: Pergamon"
}
258
Rooij SJ, Santos JL, Hinojosa CA, Ely TD, Harnett NG, Murty VP, Lebois LA, Jovanovic T, House SL, Bruce SE, Beaudoin FL, An X, Neylan TC, Clifford GD, Linnstaedt SD, Germine LT, Bollen KA, Rauch SL, Haran JP, Storrow AB, Lewandowski C, Jr PIM, Hendry PL, Sheikh S, Jones CW, Punches BE, Swor RA, Pascual JL, Seamon MJ, Harris E, Pearson C, Peak DA, Merchant RC, Domeier RM, Rathlev NK, O'Neil BJ, Sanchez LD, Joormann J, Pizzagalli DA, Sheridan JF, Harte SE, Kessler RC, Koenen KC, McLean SA, Ressler KJ, Stevens JS. Defining the r factor for post-trauma resilience and its neural predictors. Nature Mental Health 2024 April 22; pp. 1-14. DOI: 10.1038/s44220-024-00242-0. 
@article{SanneJHvanRooij_2024_04_22_Definingthe,
    author = "van Rooij, Sanne JH and Santos, Justin L and Hinojosa, Cecilia A and Ely, Timothy D and Harnett, Nathaniel G and Murty, Vishnu P and Lebois, Lauren AM and Jovanovic, Tanja and House, Stacey L and Bruce, Steven E and Beaudoin, Francesca L and An, Xinming and Neylan, Thomas C and Clifford, Gari D and Linnstaedt, Sarah D and Germine, Laura T and Bollen, Kenneth A and Rauch, Scott L and Haran, John P and Storrow, Alan B and Lewandowski, Christopher and Jr, Paul I Musey and Hendry, Phyllis L and Sheikh, Sophia and Jones, Christopher W and Punches, Brittany E and Swor, Robert A and Pascual, Jose L and Seamon, Mark J and Harris, Erica and Pearson, Claire and Peak, David A and Merchant, Roland C and Domeier, Robert M and Rathlev, Niels K and O'Neil, Brian J and Sanchez, Leon D and Joormann, Jutta and Pizzagalli, Diego A and Sheridan, John F and Harte, Steven E and Kessler, Ronald C and Koenen, Karestan C and McLean, Samuel A and Ressler, Kerry J and Stevens, Jennifer S",
    title = "Defining the r factor for post-trauma resilience and its neural predictors",
    date = "2024-04-22",
    journal = "Nature Mental Health",
    url = "https://drive.google.com/file/d/1uHU5OwGzwvsEZlpHRCO1E1SpO62Pc-n-/view?usp=sharing",
    pages = "1-14",
    doi = "10.1038/s44220-024-00242-0",
    note = "Publisher: Nature Publishing Group US"
}
257
Haering S, Seligowski AV, Linnstaedt SD, Michopoulos V, House SL, Beaudoin FL, An X, Neylan TC, Clifford GD, Germine LT, Rauch SL, Haran JP, Storrow AB, Lewandowski C, Jr PIM, Hendry PL, Sheikh S, Jones CW, Punches BE, Swor RA, Gentile NT, Hudak LA, Pascual JL, Seamon MJ, Pearson C, Peak DA, Merchant RC, Domeier RM, Rathlev NK, O'Neil BJ, Sanchez LD, Bruce SE, Harte SE, McLean SA, Kessler RC, Koenen KC, Powers A, Stevens JS. Disentangling sex differences in PTSD risk factors. Nature Mental Health 2024 April 19; 2 (5): pp. 605-615. DOI: 10.1038/s44220-024-00236-y. 
@article{StephanieHaering_2024_04_19_Disentanglingsex,
    author = "Haering, Stephanie and Seligowski, Antonia V and Linnstaedt, Sarah D and Michopoulos, Vasiliki and House, Stacey L and Beaudoin, Francesca L and An, Xinming and Neylan, Thomas C and Clifford, Gari D and Germine, Laura T and Rauch, Scott L and Haran, John P and Storrow, Alan B and Lewandowski, Christopher and Jr, Paul I Musey and Hendry, Phyllis L and Sheikh, Sophia and Jones, Christopher W and Punches, Brittany E and Swor, Robert A and Gentile, Nina T and Hudak, Lauren A and Pascual, Jose L and Seamon, Mark J and Pearson, Claire and Peak, David A and Merchant, Roland C and Domeier, Robert M and Rathlev, Niels K and O'Neil, Brian J and Sanchez, Leon D and Bruce, Steven E and Harte, Steven E and McLean, Samuel A and Kessler, Ronald C and Koenen, Karestan C and Powers, Abigail and Stevens, Jennifer S",
    title = "Disentangling sex differences in PTSD risk factors",
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Sheikh SA, Shah AJ, Bremner JD, Vaccarino V, Inan OT, Clifford GD, Rad AB. Impedance cardiogram based exploration of cardiac mechanisms in post-traumatic stress disorder during trauma recall. Psychophysiology 2024 April; 61 (4): p. e14488. DOI: 10.1111/psyp.14488. 
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Jiang Z, Seyedi S, Vickers KL, Manzanares CM, Lah JJ, Levey AI, Clifford GD. Disentangling visual exploration differences in cognitive impairment. IEEE Transactions on Biomedical Engineering 2024 April; 71 (4): pp. 1197-1208. 
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    date = "2024-04",
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}
254
Huang M, Shah AJ, Lampert R, Bliwise DL, Johnson DA, Clifford GD, Sloan R, Goldberg J, Ko Y, Poian GD, Perez-Alday EA, Almuwaqqat Z, Shah A, Garcia M, Young A, Moazzami K, Bremner JD, Vaccarino V. Heart Rate Variability, Deceleration Capacity of Heart Rate, and Death: A Veteran Twins Study. Journal of the American Heart Association 2024 March 27; 13 (7): p. e032740. DOI: 10.1161/JAHA.123.032740. 
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253
Borst B, Jovanovic T, House SL, Bruce SE, Harnett NG, Roeckner AR, Ely TD, Lebois LA, Young D, Beaudoin FL, An X, Neylan TC, Clifford GD, Linnstaedt SD, Germine LT, Bollen KA, Rauch SL, Haran JP, Storrow AB, Lewandowski C, Jr PIM, Hendry PL, Sheikh S, Jones CW, Punches BE, Hudak LA, Pascual JL, Seamon MJ, Datner EM, Pearson C, Peak DA, Domeier RM, Rathlev NK, O'Neil BJ, Sergot P, Sanchez LD, Harte SE, Koenen KC, Kessler RC, McLean SA, Ressler KJ, Stevens JS, Rooij SJ. Sex differences in response inhibition-related neural predictors of PTSD in recent trauma-exposed civilians. Biological Psychiatry: Cognitive Neuroscience and Neuroimaging 2024 March 22. DOI: 10.1016/j.bpsc.2024.03.002. 
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}
252
Garrison-Desany H, Denckla CA, Meyers JL, Linnstaedt S, Koenen KC, House SL, Beaudoin FL, An X, Zeng D, Neylan TC, Clifford GD, Jovanovic T, Germine LT, Bollen KA, Rauch SL, Haran JP, Storrow AB, Lewandowski C, Jr PIM, Hendry PL, Sheikh S, Jones CW, Punches BE, Swor RA, Gentile NT, Hudak LA, Pascual JL, Seamon MJ, Harris E, Pearson C, Peak DA, Domeier RM, Rathlev NK, O'Neil BJ, Sergot P, Sanchez LD, Bruce SE, Joormann J, Harte S, Mclean SA. Post-traumatic stress and future substance use outcomes: leveraging antecedent factors to stratify risk. Frontiers in Psychiatry 2024 March 7; 15: p. 1249382. DOI: 10.3389/fpsyt.2024.1249382. 
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    title = "Post-traumatic stress and future substance use outcomes: leveraging antecedent factors to stratify risk",
    date = "03-07-2024",
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}
251
Mousavi SS, Reyna MA, Clifford GD, Sameni R. A survey on blood pressure measurement technologies: Addressing potential sources of bias. 2024 March 7; 24 (6): p. 1730. 
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250
Joyner M, Hsu S, Martin S, Dwyer J, Chen DF, Sameni R, Waters SH, Borodin K, Clifford GD, Levey AI, Hixson J, Winkel D, Berent J. Using a standalone ear-EEG device for focal-onset seizure detection. Bioelectronic Medicine 2024 February 7; 10 (1): p. 4. 
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249
Ding C, Guo Z, Rudin C, Xiao R, Shah A, Do DH, Lee RJ, Clifford GD, Nahab FB, Hu X. Learning From Alarms: A Robust Learning Approach for Accurate Photoplethysmography-Based Atrial Fibrillation Detection using Eight Million Samples Labeled with Imprecise Arrhythmia Alarms. IEEE Journal of Biomedical and Health Informatics 2024 February 1; 28 (5). DOI: 10.1109/JBHI.2024.3360952. 
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    journal = "IEEE Journal of Biomedical and Health Informatics",
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248
Hegde C, Kiarashi Y, Rodriguez AD, Levey AI, Doiron M, Kwon H, Clifford GD. Indoor Group Identification and Localization Using Privacy-Preserving Edge Computing Distributed Camera Network. IEEE Journal of Indoor and Seamless Positioning and Navigation 2024 January 16; 2: pp. 51-60. DOI: 10.1109/jispin.2024.3354248. 
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}
247
Hinojosa CA, Liew A, An X, Stevens JS, Basu A, Rooij SJ, House SL, Beaudoin FL, Zeng D, Neylan TC, Clifford GD, Jovanovic T, Linnstaedt SD, Germine LT, Rauch SL, Haran JP, Storrow AB, Lewandowski C, Musey PI, Hendry PL, Sheikh S, Jones CW, Punches BE, Kurz MC, Swor RA, Hudak LA, Pascual JL, Seamon MJ, Datner EM, Chang AM, Pearson C, Peak DA, Merchant RC, Domeier RM, Rathlev NK, Sergot P, Sanchez LD, Bruce SE, Miller MW, Pietrzak RH, Joormann J, Pizzagalli DA, Sheridan JF, Harte SE, Elliott JM, Kessler RC, Koenen KC, McLean SA, Ressler KJ, Fani N. Associations of alcohol and cannabis use with change in posttraumatic stress disorder and depression symptoms over time in recently trauma-exposed individuals. Psychological Medicine 2024 January; 54 (2): pp. 338-349. 
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Jiang Z, Seyedi S, Griner E, Abbasi A, Rad AB, Kwon H, Cotes RO, Clifford GD. Multimodal Mental Health Digital Biomarker Analysis from Remote Interviews using Facial, Vocal, Linguistic, and Cardiovascular Patterns. IEEE Journal of Biomedical and Health Informatics 2024 January 10; 28 (3): pp. 1-13. DOI: 10.1109/JBHI.2024.3352075. 
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    journal = "IEEE Journal of Biomedical and Health Informatics",
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245
Waters SH, Clifford GD. Physics-Informed Transfer Learning to Enhance Sleep Staging. IEEE Transactions on Biomedical Engineering 2023 December 22; 71 (5): pp. 1599-1606. DOI: 10.1109/TBME.2023.3345888. 
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244
Ding C, Guo Z, Rudin C, Xiao R, Shah A, Do DH, Lee RJ, Clifford G, Nahab FB, Hu X. Learning from alarms: a novel robust learning approach to learn an accurate photoplethysmography-based atrial fibrillation detector using eight million samples labeled with imprecise arrhythmia alarms. Computing in Cardiology 2023 2023. 
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Ziobrowski H, Holt-Gosselin B, Petukhova M, King A, Lee S, House S, Beaudoin F, An X, Stevens J, Zeng D, Neylan T, Clifford G, Linnstaedt S, Germine L, Bollen K, Rauch S, Haran J, Storrow A, Lewandowski C, Musey P, Hendry P, Sheikh S, Jones C, Punches B, Kurz M, Swor R, Hudak L, Pascual J, Seamon M, Harris E, Pearson C, Merchant R, Domeier R, Rathlev N, O'Neil B, Sergot P, Sanchez L, Bruce S, Miller M, Pietrzak R, Joormann J, Barch D, Pizzagalli D, Harte S, Elliott J, Ressler K, McLean S, Koenen K, Kessler R. Childhood adversities and risk of posttraumatic stress disorder and major depression following a motor vehicle collision in adulthood. Epidemiology and Psychiatric Sciences 2023; 32: p. e1. DOI: 10.1017/S2045796022000798. 
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Corbin L, Griner E, Seyedi S, Jiang Z, Roberts K, Boazak M, Rad AB, Clifford GD, Cotes RO. A comparison of linguistic patterns between individuals with current major depressive disorder, past major depressive disorder, and controls in a virtual, psychiatric research interview. Journal of Affective Disorders Reports 2023 December 1; 14: p. 100645. 
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Kiarashi Y, Saghafi S, Das B, Hegde C, Madala VSK, Nakum A, Singh R, Tweedy R, Doiron M, Rodriguez AD, Levey AI, Clifford GD, Kwon H. Graph Trilateration for Indoor Localization in Sparsely Distributed Edge Computing Devices in Complex Environments Using Bluetooth Technology. Sensors 2023 November 30; 23 (23): p. 9517. 
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    title = "Graph Trilateration for Indoor Localization in Sparsely Distributed Edge Computing Devices in Complex Environments Using Bluetooth Technology",
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    issue = "23",
    journal = "Sensors",
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Kwon H, Hegde C, Kiarashi Y, Madala VSK, Singh R, Nakum A, Tweedy R, Tonetto LM, Zimring CM, Doiron M, Rodriguez AD, Levey AI, Clifford GD. A Feasibility Study on Indoor Localization and Multi-person Tracking Using Sparsely Distributed Camera Network with Edge Computing. IEEE Journal of Indoor and Seamless Positioning and Navigation 2023 November 28; 1: pp. 187-198. DOI: 10.1109/JISPIN.2023.3337189. 
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    date = "2023-11-28",
    volume = "1",
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    doi = "10.1109/JISPIN.2023.3337189",
    journal = "IEEE Journal of Indoor and Seamless Positioning and Navigation",
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239
Zeamer AL, Salive M, An X, Beaudoin FL, House SL, Stevens JS, Zeng D, Neylan TC, Clifford GD, Linnstaedt SD, Rauch SL, Storrow AB, Lewandowski C, Jr PIM, Hendry PL, Sheikh S, Jones CW, Punches BE, Swor RA, Hudak LA, Pascual JL, Seamon MJ, Harris E, Pearson C, Peak DA, Merchant RC, Domeier RM, Rathlev NK, O'Neil BJ, Sergot P, Sanchez LD, Bruce SE, Kessler RC, Koenen KC, McLean SA, Bucci V, Haran JP. Association between microbiome and the development of adverse posttraumatic neuropsychiatric sequelae after traumatic stress exposure. Translational Psychiatry 2023 November 18; 13 (1): p. 354. 
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238
Butler L, Karabayir I, Kitzman DW, Alonso A, Tison GH, Chen LY, Chang PP, Clifford GD, Soliman EZ, Akbilgic O. A Generalizable ECG-based Artificial Intelligence Model for 10-Year Heart Failure Risk Prediction. Cardiovascular Digital Health Journal 2023 November 8; 4 (6): pp. 183-190. 
@article{LiamButler_2023_11_08_AGeneralizable,
    author = "Butler, Liam and Karabayir, Ibrahim and Kitzman, Dalane W and Alonso, Alvaro and Tison, Geoffrey H and Chen, Lin Y and Chang, Patricia P and Clifford, Gari D and Soliman, Elsayed Z and Akbilgic, Oguz",
    title = "A Generalizable ECG-based Artificial Intelligence Model for 10-Year Heart Failure Risk Prediction",
    date = "2023-11-08",
    journal = "Cardiovascular Digital Health Journal",
    volume = "4",
    issue = "6",
    pages = "183-190",
    url = "https://drive.google.com/file/d/1VqmVJSKMSTfZDFvACwdfdlYAv5bxKmE0/view?usp=sharing"
}
237
Seyedi S, Griner E, Corbin L, Jiang Z, Roberts K, Iacobelli L, Milloy A, Boazak M, Rad AB, Abbasi A, Cotes RO, Clifford GD. Using HIPAA (Health Insurance Portability and Accountability Act)-Compliant Transcription Services for Virtual Psychiatric Interviews: Pilot Comparison Study. JMIR Mental Health 2023 October 31; 10: p. e48517. 
@article{SalmanSeyedi_2023_10_31_UsingHIPAA,
    author = "Seyedi, Salman and Griner, Emily and Corbin, Lisette and Jiang, Zifan and Roberts, Kailey and Iacobelli, Luca and Milloy, Aaron and Boazak, Mina and Rad, Ali Bahrami and Abbasi, Ahmed and Cotes, Robert O and Clifford, Gari D",
    title = "Using HIPAA (Health Insurance Portability and Accountability Act)-Compliant Transcription Services for Virtual Psychiatric Interviews: Pilot Comparison Study",
    date = "2023-10-31",
    journal = "JMIR Mental Health",
    url = "https://drive.google.com/file/d/1RLwNhw7La6WRmD51oEYCJtH8DfGB81cu/view?usp=sharing",
    pages = "e48517",
    volume = "10",
    note = "Publisher: JMIR Publications"
}
236
Amorim E, Zheng W, Ghassemi MM, Aghaeeaval M, Kandhare P, Karukonda V, Lee JW, Herman ST, Sivaraju A, Gaspard N, Hofmeijer J, Putten MJ, Sameni R, Reyna MA, Clifford GD, Westover MB. The International Cardiac Arrest Research Consortium Electroencephalography Database. Critical Care Medicine 2023 October 19; 51 (12): pp. 1802-1811. 
@article{EdilbertoAmorim_2023_10_19_TheInternational,
    author = "Amorim, Edilberto and Zheng, Wei-Long and Ghassemi, Mohammad M and Aghaeeaval, Mahsa and Kandhare, Pravinkumar and Karukonda, Vishnu and Lee, Jong Woo and Herman, Susan T and Sivaraju, Adithya and Gaspard, Nicolas and Hofmeijer, Jeannette and van Putten, Michel JAM and Sameni, Reza and Reyna, Matthew A and Clifford, Gari D and Westover, M Brandon",
    title = "The International Cardiac Arrest Research Consortium Electroencephalography Database",
    date = "2023-10-19",
    journal = "Critical Care Medicine",
    url = "https://drive.google.com/file/d/1-AZJtMfH3aCiYUV0O-I5GDWTgEms4SwH/view?usp=sharing",
    pages = "1802-1811",
    volume = "51",
    issue = "12",
    note = "Publisher: LWW"
}
235
Gong NJ, Clifford GD, Esper CD, Factor SA, McKay JL, Kwon H. Classifying Tremor Dominant and Postural Instability and Gait Difficulty Subtypes of Parkinson's Disease from Full-Body Kinematics. Sensors 2023 October 9; 23 (19): p. 8330. 
@article{NJabinGong_2023_10_09_ClassifyingTremor,
    author = "Gong, N Jabin and Clifford, Gari D and Esper, Christine D and Factor, Stewart A and McKay, J Lucas and Kwon, Hyeokhyen",
    title = "Classifying Tremor Dominant and Postural Instability and Gait Difficulty Subtypes of Parkinson's Disease from Full-Body Kinematics",
    date = "2023-10-09",
    issue = "19",
    journal = "Sensors",
    url = "https://drive.google.com/file/d/1I-xa0EciqN390dAVV-CE6CiuLXJM6g4a/view?usp=sharing",
    pages = "8330",
    volume = "23",
    note = "Publisher: MDPI"
}
234
Webb EK, Ely TD, Rowland GE, Lebois LA, Rooij SJ, Bruce SE, Jovanovic T, House SL, Beaudoin FL, An X, Neylan TC, Clifford GD, Linnstaedt SD, Germine LT, Bollen KA, Rauch SL, Haran JP, Storrow AB, Lewandowski C, Musey PI, Hendry PL, Sheikh S, Jones CW, Punches BE, Swor RA, Pascual JL, Seamon MJ, Datner EM, Pearson C, Peak DA, Merchant RC, Domeier RM, Rathlev NK, Sergot P, Sanchez LD, Kessler RC, Koenen KC, McLean SA, Stevens JS, Ressler KJ, Harnett NG. Neighborhood Disadvantage and Neural Correlates of Threat and Reward Processing in Survivors of Recent Trauma. JAMA Network Open 2023 September 5; 6 (9): pp. e2334483-e2334483. 
@article{EKateWebb_2023_09_05_NeighborhoodDisadvantage,
    author = "Webb, E Kate and Ely, Timothy D and Rowland, Grace E and Lebois, Lauren AM and van Rooij, Sanne JH and Bruce, Steven E and Jovanovic, Tanja and House, Stacey L and Beaudoin, Francesca L and An, Xinming and Neylan, Thomas C and Clifford, Gari D and Linnstaedt, Sarah D and Germine, Laura T and Bollen, Kenneth A and Rauch, Scott L and Haran, John P and Storrow, Alan B and Lewandowski, Christopher and Musey, Paul I and Hendry, Phyllis L and Sheikh, Sophia and Jones, Christopher W and Punches, Brittany E and Swor, Robert A and Pascual, Jose L and Seamon, Mark J and Datner, Elizabeth M and Pearson, Claire and Peak, David A and Merchant, Roland C and Domeier, Robert M and Rathlev, Niels K and Sergot, Paulina and Sanchez, Leon D and Kessler, Ronald C and Koenen, Karestan C and McLean, Samuel A and Stevens, Jennifer S and Ressler, Kerry J and Harnett, Nathaniel G",
    title = "Neighborhood Disadvantage and Neural Correlates of Threat and Reward Processing in Survivors of Recent Trauma",
    date = "2023-09-05",
    issue = "9",
    journal = "JAMA Network Open",
    url = "https://drive.google.com/file/d/1nHXlUn6rpPVM7f3BNtxN71RiWfQ85xBM/view?usp=sharing",
    pages = "e2334483-e2334483",
    volume = "6",
    note = "Publisher: American Medical Association"
}
233
Charlton PH, Allen J, Bailon R, Baker S, Behar JA, Chen F, Clifford GD, Clifton DA, Davies HJ, Ding C, Ding X, Dunn J, Elgendi M, Ferdoushi M, Franklin D, Gil E, Hassan MF, Hernesniemi J, Hu X, Ji N, Khan Y, Kontaxis S, Korhonen I, Kyriacou PA, Laguna P, Lazaro J, Lee C, Levy J, Li Y, Liu C, Liu J, Lu L, Mandic DP, Marozas V, Mejía-Mejía E, Mukkamala R, Nitzan M, Pereira T, Poon CC, Ramella-Roman JC, Saarinen H, Shandhi MMH, Shin H, Stansby G, Tamura T, Vehkaoja A, Wang WK, Zhang Y, Zhao N, Zheng D, Zhu T. The 2023 wearable photoplethysmography roadmap. Physiological Measurement 2023 July 26; 44 (11). DOI: 10.1088/1361-6579. 
@article{PeterHCharlton_2023_07_26_The2023,
    author = "Charlton, Peter H and Allen, John and Bailon, Raquel and Baker, Stephanie and Behar, Joachim A and Chen, Fei and Clifford, Gari D and Clifton, David A and Davies, Harry J and Ding, Cheng and Ding, Xiaorong and Dunn, Jessilyn and Elgendi, Mohamed and Ferdoushi, Munia and Franklin, Daniel and Gil, Eduardo and Hassan, Md Farhad and Hernesniemi, Jussi and Hu, Xiao and Ji, Nan and Khan, Yasser and Kontaxis, Spyridon and Korhonen, Ilkka and Kyriacou, Panayiotis A and Laguna, Pablo and Lazaro, Jesus and Lee, Chungkeun and Levy, Jeremy and Li, Yumin and Liu, Chengyu and Liu, Jing and Lu, Lei and Mandic, Danilo P and Marozas, Vaidotas and Mej{\'\i}a-Mej{\'\i}a, Elisa and Mukkamala, Ramakrishna and Nitzan, Meir and Pereira, T{\^a}nia and Poon, Carmen CY and Ramella-Roman, Jessica C and Saarinen, Harri and Shandhi, Md Mobashir Hasan and Shin, Hangsik and Stansby, Gerard and Tamura, Toshiyo and Vehkaoja, Antti and Wang, Will Ke and Zhang, Yuan-Ting and Zhao, Ni and Zheng, Dingchang and Zhu, Tingting",
    title = "The 2023 wearable photoplethysmography roadmap",
    journal = "Physiological Measurement",
    volume = "44",
    number = "11",
    date = "2023-07-26",
    url = "https://drive.google.com/file/d/1MqbdteFGNQ4MOLvD8vpBW7VgntSIsRVV/view?usp=sharing",
    doi = "10.1088/1361-6579/acead2"
}
232
Harnett NG, Fani N, Carter S, Sanchez LD, Rowland GE, Davie WM, Guzman C, Lebois LA, Ely TD, Rooij SJ, Seligowski AV, Winters S, Grasser LR, Jr PIM, Seamon MJ, House SL, Beaudoin FL, An X, Zeng D, Neylan TC, Clifford GD, Linnstaedt SD, Germine LT, Bollen KA, Rauch SL, Haran JP, Storrow AB, Lewandowski C, Hendry PL, Sheikh S, Jones CW, Punches BE, Swor RA, Hudak LA, Pascual JL, Harris E, Chang AM, Pearson C, Peak DA, Merchant RC, Domeier RM, Rathlev NK, Bruce SE, Miller MW, Pietrzak RH, Joormann J, Barch DM, Pizzagalli DA, Harte SE, Elliott JM, Kessler RC, Koenen KC, McLean SA, Jovanovic T, Stevens JS, Ressler KJ. Structural inequities contribute to racial/ethnic differences in neurophysiological tone, but not threat reactivity, after trauma exposure. Molecular Psychiatry 2023 July; 28 (7): pp. 2975-2984. 
@article{NathanielGHarnett_2023_02_01_Structuralinequities,
    author = "Harnett, Nathaniel G and Fani, Negar and Carter, Sierra and Sanchez, Leon D and Rowland, Grace E and Davie, William M and Guzman, Camilo and Lebois, Lauren AM and Ely, Timothy D and van Rooij, Sanne JH and Seligowski, Antonia V and Winters, Sterling and Grasser, Lana R and Jr, Paul I Musey and Seamon, Mark J and House, Stacey L and Beaudoin, Francesca L and An, Xinming and Zeng, Donglin and Neylan, Thomas C and Clifford, Gari D and Linnstaedt, Sarah D and Germine, Laura T and Bollen, Kenneth A and Rauch, Scott L and Haran, John P and Storrow, Alan B and Lewandowski, Christopher and Hendry, Phyllis L and Sheikh, Sophia and Jones, Christopher W and Punches, Brittany E and Swor, Robert A and Hudak, Lauren A and Pascual, Jose L and Harris, Erica and Chang, Anna M and Pearson, Claire and Peak, David A and Merchant, Roland C and Domeier, Robert M and Rathlev, Niels K and Bruce, Steven E and Miller, Mark W and Pietrzak, Robert H and Joormann, Jutta and Barch, Deanna M and Pizzagalli, Diego A and Harte, Steven E and Elliott, James M and Kessler, Ronald C and Koenen, Karestan C and McLean, Samuel A and Jovanovic, Tanja and Stevens, Jennifer S and Ressler, Kerry J",
    title = "Structural inequities contribute to racial/ethnic differences in neurophysiological tone, but not threat reactivity, after trauma exposure",
    date = "2023-07",
    volume = "28",
    issue = "7",
    pages = "2975-2984",
    journal = "Molecular Psychiatry",
    url = "https://drive.google.com/file/d/1uZ-i6\_zbbgpmxip-lternhRjAH0xfxT7/view?usp=sharing",
    note = "Publisher: Nature Publishing Group UK"
}
231
Salari M, Kramer MR, Reyna MA, Taylor HA, Clifford GD. Combining crowd-sourcing, census data, and public review forums for real-time, high-resolution food desert estimation. BioMedical Engineering OnLine 2023 July 10; 22 (1): p. 69. 
@article{MohsenSalari_2023_07_10_Combiningcrowdsourcing,
    author = "Salari, Mohsen and Kramer, Michael R and Reyna, Matthew A and Taylor, Herman A and Clifford, Gari D",
    title = "Combining crowd-sourcing, census data, and public review forums for real-time, high-resolution food desert estimation",
    date = "2023-07-10",
    issue = "1",
    journal = "BioMedical Engineering OnLine",
    url = "https://drive.google.com/file/d/1F-U7PFb6gBtEM3DSw54RjUgK8Hw3oLd4/view?usp=sharing",
    pages = "69",
    volume = "22",
    note = "Publisher: BioMed Central"
}
230
Einizade A, Nasiri S, Sardouie SH, Clifford GD. ProductGraphSleepNet: Sleep staging using product spatio-temporal graph learning with attentive temporal aggregation. Neural Networks 2023 July 1; 164: pp. 667-680. 
@article{ArefEinizade_2023_07_01_ProductGraphSleepNetSleep,
    author = "Einizade, Aref and Nasiri, Samaneh and Sardouie, Sepideh Hajipour and Clifford, Gari D",
    title = "ProductGraphSleepNet: Sleep staging using product spatio-temporal graph learning with attentive temporal aggregation",
    date = "2023-07-01",
    journal = "Neural Networks",
    url = "https://drive.google.com/file/d/1-bbuYjnqus-dybjBSH6kJQM8LlbIxR5w/view?usp=sharing",
    pages = "667-680",
    volume = "164",
    note = "Publisher: Pergamon"
}
229
Niu C, Guo D, Ong MEH, Koh ZX, Marie-Alix GAL, Ho AFW, Lin Z, Liu C, Clifford GD, Liu N. HRnV-Calc: A Software for Heart Rate n-Variability and Heart Rate Variability Analysis. Journal of Open Source Software 2023 May 31; 8 (85): p. 5391. 
@article{ChenglinNiu_2023_05_31_HRnVCalcA,
    author = "Niu, Chenglin and Guo, Dagang and Ong, Marcus Eng Hock and Koh, Zhi Xiong and Marie-Alix, Guerry Alexiane Laure and Ho, Andrew Fu Wah and Lin, Zhiping and Liu, Chengyu and Clifford, Gari D and Liu, Nan",
    title = "HRnV-Calc: A Software for Heart Rate n-Variability and Heart Rate Variability Analysis",
    date = "2023-05-31",
    issue = "85",
    journal = "Journal of Open Source Software",
    url = "https://drive.google.com/file/d/1Gs7y0lMpCbvCMk2MAPts0jf\_8Pk\_-Xyv/view?usp=sharing",
    pages = "5391",
    volume = "8"
}
228
Elola A, Aramendi E, Oliveira J, Renna F, Coimbra MT, Reyna MA, Sameni R, Clifford GD, Rad AB. Beyond Heart Murmur Detection: Automatic Murmur Grading from Phonocardiogram. IEEE Journal of Biomedical and Health Informatics 2023 May 10; 27 (8): pp. 3856-3866. 
@article{AndoniElola_2023_05_10_BeyondHeart,
    author = "Elola, Andoni and Aramendi, Elisabete and Oliveira, Jorge and Renna, Francesco and Coimbra, Miguel T and Reyna, Matthew A and Sameni, Reza and Clifford, Gari D and Rad, Ali Bahrami",
    title = "Beyond Heart Murmur Detection: Automatic Murmur Grading from Phonocardiogram",
    date = "2023-05-10",
    issue = "8",
    volume = "27",
    pages = "3856-3866",
    journal = "IEEE Journal of Biomedical and Health Informatics",
    url = "https://drive.google.com/file/d/1h19chydvo0VPdHJHkOGJbBXZfbdDTbIR/view?usp=sharing",
    note = "Publisher: IEEE"
}
227
Xiao R, Ding C, Hu X, Clifford GD, Wright DW, Shah AJ, Al-Zaiti S, Zègre-Hemsey JK. Integrating multimodal information in machine learning for classifying acute myocardial infarction. Physiological Measurement 2023 April 18; 44 (4). 
@article{RanXiao_2023_04_18_Integratingmultimodal,
    author = "Xiao, Ran and Ding, Cheng and Hu, Xiao and Clifford, Gari D and Wright, David W and Shah, Amit J and Al-Zaiti, Salah and Z{\`e}gre-Hemsey, Jessica K",
    title = "Integrating multimodal information in machine learning for classifying acute myocardial infarction",
    date = "2023-04-18",
    issue = "4",
    journal = "Physiological Measurement",
    url = "https://drive.google.com/file/d/1iNKYhdVhdaMS3Le2nnsOSdNWIqtFqq9L/view?usp=sharing",
    volume = "44",
    note = "Publisher: IOP Publishing"
}
226
Wong SA, Lebois LA, Ely TD, Rooij SJ, Bruce SE, Murty VP, Jovanovic T, House SL, Beaudoin FL, An X, Zeng D, Neylan TC, Clifford GD, Linnstaedt SD, Germine LT, Bollen KA, Rauch SL, Haran JP, Storrow AB, Lewandowski C, Jr PIM, Hendry PL, Sheikh S, Jones CW, Punches BE, Kurz MC, Swor RA, Hudak LA, Pascual JL, Seamon MJ, Pearson C, Peak DA, Merchant RC, Domeier RM, Rathlev NK, O'Neil BJ, Sergot P, Sanchez LD, Miller MW, Pietrzak RH, Joormann J, Barch DM, Pizzagalli DA, Harte SE, Elliott JM, Kessler RC, Koenen KC, McLean SA, Ressler KJ, Stevens JS, Harnett NG. Internal capsule microstructure mediates the relationship between childhood maltreatment and PTSD following adulthood trauma exposure. Molecular psychiatry 2023 March 17; pp. 1-10. DOI: 10.1038/s41380-023-02012-3. 
@article{SamanthaAWong_2023_03_17_Internalcapsule,
    author = "Wong, Samantha A and Lebois, Lauren AM and Ely, Timothy D and van Rooij, Sanne JH and Bruce, Steven E and Murty, Vishnu P and Jovanovic, Tanja and House, Stacey L and Beaudoin, Francesca L and An, Xinming and Zeng, Donglin and Neylan, Thomas C and Clifford, Gari D and Linnstaedt, Sarah D and Germine, Laura T and Bollen, Kenneth A and Rauch, Scott L and Haran, John P and Storrow, Alan B and Lewandowski, Christopher and Jr, Paul I Musey and Hendry, Phyllis L and Sheikh, Sophia and Jones, Christopher W and Punches, Brittany E and Kurz, Michael C and Swor, Robert A and Hudak, Lauren A and Pascual, Jose L and Seamon, Mark J and Pearson, Claire and Peak, David A and Merchant, Roland C and Domeier, Robert M and Rathlev, Niels K and O'Neil, Brian J and Sergot, Paulina and Sanchez, Leon D and Miller, Mark W and Pietrzak, Robert H and Joormann, Jutta and Barch, Deanna M and Pizzagalli, Diego A and Harte, Steven E and Elliott, James M and Kessler, Ronald C and Koenen, Karestan C and McLean, Samuel A and Ressler, Kerry J and Stevens, Jennifer S and Harnett, Nathaniel G",
    title = "Internal capsule microstructure mediates the relationship between childhood maltreatment and PTSD following adulthood trauma exposure",
    date = "2023-03-17",
    pages = "1-10",
    journal = "Molecular psychiatry",
    url = "https://drive.google.com/file/d/1412SXSo1KtA-Fbrd16XA24AnU1wNtEsy/view?usp=sharing",
    doi = "10.1038/s41380-023-02012-3",
    note = "Publisher: Nature Publishing Group UK"
}
225
Sheikh SA, Alday EAP, Rad AB, Levantsevych O, Alkhalaf M, Soudan M, Abdulbaki R, Haffar A, Smith NL, Goldberg J, Bremner JD, Vaccarino V, Inan OT, Clifford GD, Shah AJ. Association between PTSD and Impedance Cardiogram-based contractility metrics during trauma recall: A controlled twin study. Psychophysiology 2023 March; 60 (3): p. e14197. 
@article{ShafaatAliSheikh_2023_03_Associationbetween,
    author = "Sheikh, Shafa{-}at Ali and Alday, Erick A Perez and Rad, Ali Bahrami and Levantsevych, Oleksiy and Alkhalaf, Mhmtjamil and Soudan, Majd and Abdulbaki, Rami and Haffar, Ammer and Smith, Nicholas L and Goldberg, Jack and Bremner, J Douglas and Vaccarino, Viola and Inan, Omer T and Clifford, Gari D and Shah, Amit J",
    title = "Association between PTSD and Impedance Cardiogram{-}based contractility metrics during trauma recall: A controlled twin study",
    date = "2023-03",
    issue = "3",
    journal = "Psychophysiology",
    url = "https://drive.google.com/file/d/1SP06obsF7gz12n43GadjefaeTdlxTob4/view?usp=sharing",
    pages = "e14197",
    volume = "60"
}
224
Suresha PB, O'Leary H, Tarquinio DC, Hehn JV, Clifford GD. Rett syndrome severity estimation with the BioStamp nPoint using interactions between heart rate variability and body movement. PLoS One 2023 March 1; 18 (3): p. e0266351. 
@article{PradyumnaByappanahalliSuresha_2023_03_01_Rettsyndrome,
    author = "Suresha, Pradyumna Byappanahalli and O'Leary, Heather and Tarquinio, Daniel C and Hehn, Jana Von and Clifford, Gari D",
    title = "Rett syndrome severity estimation with the BioStamp nPoint using interactions between heart rate variability and body movement",
    date = "2023-03-01",
    volume = "18",
    issue = "3",
    pages = "e0266351",
    journal = "PLoS One",
    url = "https://drive.google.com/file/d/1Pr97pcFSsrbe7OQip8DcmvJrIrkIqJ7A/view?usp=sharing",
    note = "Publisher: Public Library of Science"
}
223
Jones CW, An X, Ji Y, Liu M, Zeng D, House SL, Beaudoin FL, Stevens JS, Neylan TC, Clifford GD, Jovanovic T, Linnstaedt SD, Germine LT, Bollen KA, Rauch SL, Haran JP, Storrow AB, Lewandowski C, Jr PIM, Hendry PL, Sheikh S, Punches BE, Lyons MS, Kurz MC, Swor RA, McGrath ME, Hudak LA, Pascual JL, Seamon MJ, Datner EM, Harris E, Chang AM, Pearson C, Peak DA, Merchant RC, Domeier RM, Rathlev NK, O'Neil BJ, Sergot P, Sanchez LD, Bruce SE, Miller MW, Pietrzak RH, Joormann J, Barch DM, Pizzagalli DA, Sheridan JF, Smoller JW, Harte SE, Elliott JM, Koenen KC, Ressler KJ, Kessler RC, McLean SA. Derivation and validation of a brief emergency Department-Based prediction tool for posttraumatic stress after motor vehicle collision. Annals of emergency medicine 2023 March 1; 81 (3): pp. 249-261. 
@article{ChristopherWJones_2023_03_01_Derivationand,
    author = "Jones, Christopher W and An, Xinming and Ji, Yinyao and Liu, Mochuan and Zeng, Donglin and House, Stacey L and Beaudoin, Francesca L and Stevens, Jennifer S and Neylan, Thomas C and Clifford, Gari D and Jovanovic, Tanja and Linnstaedt, Sarah D and Germine, Laura T and Bollen, Kenneth A and Rauch, Scott L and Haran, John P and Storrow, Alan B and Lewandowski, Christopher and Jr, Paul I Musey and Hendry, Phyllis L and Sheikh, Sophia and Punches, Brittany E and Lyons, Michael S and Kurz, Michael C and Swor, Robert A and McGrath, Meghan E and Hudak, Lauren A and Pascual, Jose L and Seamon, Mark J and Datner, Elizabeth M and Harris, Erica and Chang, Anna M and Pearson, Claire and Peak, David A and Merchant, Roland C and Domeier, Robert M and Rathlev, Niels K and O'Neil, Brian J and Sergot, Paulina and Sanchez, Leon D and Bruce, Steven E and Miller, Mark W and Pietrzak, Robert H and Joormann, Jutta and Barch, Deanna M and Pizzagalli, Diego A and Sheridan, John F and Smoller, Jordan W and Harte, Steven E and Elliott, James M and Koenen, Karestan C and Ressler, Kerry J and Kessler, Ronald C and McLean, Samuel A",
    title = "Derivation and validation of a brief emergency Department-Based prediction tool for posttraumatic stress after motor vehicle collision",
    date = "2023-03-01",
    issue = "3",
    journal = "Annals of emergency medicine",
    url = "https://drive.google.com/file/d/1Lt36Ka6bJwl9IwM2zabxjDGKq6pcx5HY/view?usp=sharing",
    pages = "249-261",
    volume = "81",
    note = "Publisher: Mosby"
}
222
Straus LD, An X, Ji Y, McLean SA, Neylan TC, Cakmak AS, Richards A, Clifford GD, Liu M, Zeng D, House SL, Beaudoin FL, Stevens JS, Linnstaedt SD, Germine LT, Bollen KA, Rauch SL, Haran JP, Storrow AB, Lewandowski C, Musey PI, Hendry PL, Sheikh S, Jones CW, Punches BE, Kurz MC, Swor RA, Hudak LA, Seamon MJ, Datner EM, Chang AM, Pearson C, Peak DA, Merchant RC, Domeier RM, Rathlev NK, O'Neil BJ, Sergot P, Sanchez LD, Bruce SE, Miller MW, Pietrzak RH, Joormann J, Barch DM, Pizzagalli DA, Sheridan JF, Harte SE, Elliott JM, Kessler RC, Ressler KJ, Koenen KC, Group AS. Utility of wrist-wearable data for assessing pain, sleep, and anxiety outcomes after traumatic stress exposure. JAMA Psychiatry 2023 March 1; 80 (3): pp. 220-229. 
@article{LauraDStraus_2023_03_01_Utilityof,
    author = "Straus, Laura D and An, Xinming and Ji, Yinyao and McLean, Samuel A and Neylan, Thomas C and Cakmak, Ayse S and Richards, Anne and Clifford, Gari D and Liu, Mochuan and Zeng, Donglin and House, Stacey L and Beaudoin, Francesca L and Stevens, Jennifer S and Linnstaedt, Sarah D and Germine, Laura T and Bollen, Kenneth A and Rauch, Scott L and Haran, John P and Storrow, Alan B and Lewandowski, Christopher and Musey, Paul I and Hendry, Phyllis L and Sheikh, Sophia and Jones, Christopher W and Punches, Brittany E and Kurz, Michael C and Swor, Robert A and Hudak, Lauren A and Seamon, Mark J and Datner, Elizabeth M and Chang, Anna M and Pearson, Claire and Peak, David A and Merchant, Roland C and Domeier, Robert M and Rathlev, Niels K and O'Neil, Brian J and Sergot, Paulina and Sanchez, Leon D and Bruce, Steven E and Miller, Mark W and Pietrzak, Robert H and Joormann, Jutta and Barch, Deanna M and Pizzagalli, Diego A and Sheridan, John F and Harte, Steven E and Elliott, James M and Kessler, Ronald C and Ressler, Kerry J and Koenen, Karestan C and Group, AURORA Study",
    title = "Utility of wrist-wearable data for assessing pain, sleep, and anxiety outcomes after traumatic stress exposure",
    date = "2023-03-01",
    volume = "80",
    issue = "3",
    pages = "220-229",
    journal = "JAMA Psychiatry",
    url = "https://drive.google.com/file/d/185ubHX7pDFu-qNUWIWYVfALtHKZeunIa/view?usp=sharing",
    note = "Publisher: American Medical Association"
}
221
Katebi N, Sameni R, Rohloff P, Clifford GD. Hierarchical Attentive Network for Gestational Age Estimation in Low-Resource Settings. IEEE Journal of Biomedical and Health Informatics 2023 February 20; 27 (5): pp. 2501-2511. 
@article{NasimKatebi_2023_02_20_HierarchicalAttentive,
    author = "Katebi, Nasim and Sameni, Reza and Rohloff, Peter and Clifford, Gari D",
    title = "Hierarchical Attentive Network for Gestational Age Estimation in Low-Resource Settings",
    date = "2023-02-20",
    volume = "27",
    issue = "5",
    pages = "2501-2511",
    journal = "IEEE Journal of Biomedical and Health Informatics",
    url = "https://drive.google.com/file/d/1T4VeCmlT98gS-RR9\_5qvX5cxe0fVLynV/view?usp=sharing",
    note = "Publisher: IEEE"
}
220
Rowland GE, Roeckner A, Ely TD, Lebois LA, Rooij SJ, Bruce SE, Jovanovic T, House SL, Beaudoin FL, An X, Neylan TC, Clifford GD, Linnstaedt SD, Germine LT, Rauch SL, Haran JP, Storrow AB, Lewandowski C, Jr PIM, Hendry PL, Sheikh S, Jones CW, Punches BE, Kurz MC, Gentile NT, Hudak LA, Pascual JL, Seamon MJ, Harris E, Pearson C, Merchant RC, Domeier RM, Rathlev NK, Sergot P, Sanchez LD, Miller MW, Pietrzak RH, Joormann J, Pizzagalli DA, Sheridan JF, Smoller JW, Harte SE, Elliott JM, Kessler RC, Koenen KC, McLean SA, Ressler KJ, Stevens JS, Harnett NG. Prior Sexual Trauma Exposure Impacts Posttraumatic Dysfunction and Neural Circuitry Following a Recent Traumatic Event in the AURORA Study. Biological Psychiatry Global Open Science 2023 February 16; 3 (4): pp. 705-715. 
@article{GraceERowland_2023_02_16_PriorSexual,
    author = "Rowland, Grace E and Roeckner, Alyssa and Ely, Timothy D and Lebois, Lauren AM and van Rooij, Sanne JH and Bruce, Steven E and Jovanovic, Tanja and House, Stacey L and Beaudoin, Francesca L and An, Xinming and Neylan, Thomas C and Clifford, Gari D and Linnstaedt, Sarah D and Germine, Laura T and Rauch, Scott L and Haran, John P and Storrow, Alan B and Lewandowski, Christopher and Jr, Paul I Musey and Hendry, Phyllis L and Sheikh, Sophia and Jones, Christopher W and Punches, Brittany E and Kurz, Michael C and Gentile, Nina T and Hudak, Lauren A and Pascual, Jose L and Seamon, Mark J and Harris, Erica and Pearson, Claire and Merchant, Roland C and Domeier, Robert M and Rathlev, Niels K and Sergot, Paulina and Sanchez, Leon D and Miller, Mark W and Pietrzak, Robert H and Joormann, Jutta and Pizzagalli, Diego A and Sheridan, John F and Smoller, Jordan W and Harte, Steven E and Elliott, James M and Kessler, Ronald C and Koenen, Karestan C and McLean, Samuel A and Ressler, Kerry J and Stevens, Jennifer S and Harnett, Nathaniel G",
    title = "Prior Sexual Trauma Exposure Impacts Posttraumatic Dysfunction and Neural Circuitry Following a Recent Traumatic Event in the AURORA Study",
    date = "2023-02-16",
    volume = "3",
    issue = "4",
    pages = "705-715",
    journal = "Biological Psychiatry Global Open Science",
    url = "https://drive.google.com/file/d/1gK3nnLQVl9jUXcLUsEAuN2mVrnNlRcxu/view?usp=sharing",
    note = "Publisher: Elsevier"
}
219
Alday EAP, Poian GD, Levantsevych O, Murrah N, Shallenberger L, Alkhalaf M, Haffar A, Kaseer B, Ko Y, Goldberg J, Smith N, Lampert R, Bremner JD, Clifford GD, Vaccarino V, Shah AJ. Association of Autonomic Activation with traumatic reminder challenges in posttraumatic stress disorder: A co-twin control study. Psychophysiology 2023 February; 60 (2): p. e14167. 
@article{ErickAPerezAlday_2023_02_Associationof,
    author = "Alday, Erick A Perez and Poian, Giulia Da and Levantsevych, Oleksiy and Murrah, Nancy and Shallenberger, Lucy and Alkhalaf, Mhmtjamil and Haffar, Ammer and Kaseer, Belal and Ko, Yi{-}An and Goldberg, Jack and Smith, Nicholas and Lampert, Rachel and Bremner, J Douglas and Clifford, Gari D and Vaccarino, Viola and Shah, Amit J",
    title = "Association of Autonomic Activation with traumatic reminder challenges in posttraumatic stress disorder: A co{-}twin control study",
    date = "2023-02",
    issue = "2",
    journal = "Psychophysiology",
    url = "https://drive.google.com/file/d/1vATrzHbiHrpNvhGW-EQS0UycaJ40AA4V/view?usp=sharing",
    pages = "e14167",
    volume = "60"
}
218
Kwon H, Clifford GD, Genias I, Bernhard D, Esper CD, Factor SA, McKay JL. An explainable spatial-temporal graphical convolutional network to score freezing of gait in parkinsonian patients. Sensors 2023 February 4; 23 (4): p. 1766. 
@article{HyeokhyenKwon_2023_02_04_Anexplainable,
    author = "Kwon, Hyeokhyen and Clifford, Gari D and Genias, Imari and Bernhard, Doug and Esper, Christine D and Factor, Stewart A and McKay, J Lucas",
    title = "An explainable spatial-temporal graphical convolutional network to score freezing of gait in parkinsonian patients",
    date = "2023-02-04",
    issue = "4",
    journal = "Sensors",
    url = "https://drive.google.com/file/d/19kSoubelKh8F2Q8akOv1xImLikvWRdOJ/view?usp=sharing",
    pages = "1766",
    volume = "23",
    note = "Publisher: MDPI"
}
217
Beaudoin FL, An X, Basu A, Ji Y, Liu M, Kessler RC, Doughtery RF, Zeng D, Bollen KA, House SL, Stevens JS, Neylan TC, Clifford GD, Jovanovic T, Linnstaedt SD, Germine LT, Rauch SL, Haran JP, Storrow AB, Lewandowski C, Jr PIM, Hendry PL, Sheikh S, Jones CW, Punches BE, Kurz MC, Swor RA, Murty VP, McGrath ME, Hudak LA, Pascual JL, Datner EM, Chang AM, Pearson C, Peak DA, Merchant RC, Domeier RM, Rathlev NK, O'Neil BJ, Sergot P, Sanchez LD, Bruce SE, Baker JT, Joormann J, Miller MW, Pietrzak RH, Barch DM, Pizzagalli DA, Sheridan JF, Smoller JW, Harte SE, Elliott JM, Koenen KC, Ressler KJ, McLean SA. Use of serial smartphone-based assessments to characterize diverse neuropsychiatric symptom trajectories in a large trauma survivor cohort. Translational Psychiatry 2023 January 7; 13 (1): p. 4. 
@article{FrancescaLBeaudoin_2023_01_07_Useof,
    author = "Beaudoin, Francesca L and An, Xinming and Basu, Archana and Ji, Yinyao and Liu, Mochuan and Kessler, Ronald C and Doughtery, Robert F and Zeng, Donglin and Bollen, Kenneth A and House, Stacey L and Stevens, Jennifer S and Neylan, Thomas C and Clifford, Gari D and Jovanovic, Tanja and Linnstaedt, Sarah D and Germine, Laura T and Rauch, Scott L and Haran, John P and Storrow, Alan B and Lewandowski, Christopher and Jr, Paul I Musey and Hendry, Phyllis L and Sheikh, Sophia and Jones, Christopher W and Punches, Brittany E and Kurz, Michael C and Swor, Robert A and Murty, Vishnu P and McGrath, Meghan E and Hudak, Lauren A and Pascual, Jose L and Datner, Elizabeth M and Chang, Anna M and Pearson, Claire and Peak, David A and Merchant, Roland C and Domeier, Robert M and Rathlev, Niels K and O'Neil, Brian J and Sergot, Paulina and Sanchez, Leon D and Bruce, Steven E and Baker, Justin T and Joormann, Jutta and Miller, Mark W and Pietrzak, Robert H and Barch, Deanna M and Pizzagalli, Diego A and Sheridan, John F and Smoller, Jordan W and Harte, Steven E and Elliott, James M and Koenen, Karestan C and Ressler, Kerry J and McLean, Samuel A",
    title = "Use of serial smartphone-based assessments to characterize diverse neuropsychiatric symptom trajectories in a large trauma survivor cohort",
    date = "2023-01-07",
    issue = "1",
    journal = "Translational Psychiatry",
    url = "https://drive.google.com/file/d/1HFtuL2qne3CcwM9yuAo89qhASTgUwW1G/view?usp=sharing",
    pages = "4",
    volume = "13",
    note = "Publisher: Nature Publishing Group UK"
}
216
Einizade A, Nasiri S, Mozafari M, Sardouie SH, Clifford GD. Explainable automated seizure detection using attentive deep multi-view networks. Biomedical Signal Processing and Control 2023 January 1; 79: p. 104076. DOI: 10.1016/j.bspc.2022.104076. 
@article{ArefEinizade_2023_01_01_Explainableautomated,
    author = "Einizade, Aref and Nasiri, Samaneh and Mozafari, Mohsen and Sardouie, Sepideh Hajipour and Clifford, Gari D",
    title = "Explainable automated seizure detection using attentive deep multi-view networks",
    date = "2023-01-01",
    journal = "Biomedical Signal Processing and Control",
    url = "https://drive.google.com/file/d/1t7D7vRlriDKZW-kD9Vuu2p0XUgJDApWZ/view?usp=sharing",
    pages = "104076",
    volume = "79",
    doi = "10.1016/j.bspc.2022.104076",
    note = "Publisher: Elsevier"
}
215
Sheikh SA, Gurel NZ, Gupta S, Chukwu IV, Levantsevych O, Alkhalaf M, Soudan M, Abdulbaki R, Haffar A, Vaccarino V, Inan OT, Shah AJ, Clifford GD, Rad AB. Data-driven approach for automatic detection of aortic valve opening: B point detection from impedance cardiogram. Psychophysiology 2022 December; 59 (12): p. e14128. 
@article{ShafaatAliSheikh_2022_12_Datadrivenapproach,
    author = "Sheikh, Shafa{-}at Ali and Gurel, Nil Z and Gupta, Shishir and Chukwu, Ikenna V and Levantsevych, Oleksiy and Alkhalaf, Mhmtjamil and Soudan, Majd and Abdulbaki, Rami and Haffar, Ammer and Vaccarino, Viola and Inan, Omer T and Shah, Amit J and Clifford, Gari D and Rad, Ali Bahrami",
    title = "Data{-}driven approach for automatic detection of aortic valve opening: B point detection from impedance cardiogram",
    date = "2022-12",
    issue = "12",
    journal = "Psychophysiology",
    url = "https://drive.google.com/file/d/1LKwzgqEj1TuKXxfAeX3tc1bn7ANNM-7G/view?usp=sharing",
    pages = "e14128",
    volume = "59"
}
214
Short NA, Rooij SJ, Murty VP, Stevens JS, An X, Ji Y, McLean SA, House SL, Beaudoin FL, Zeng D, Neylan TC, Clifford GD, Linnstaedt SD, Germine LT, Bollen KA, Rauch SL, Haran JP, Lewandowski C, Jr PIM, Hendry PL, Sheikh S, Jones CW, Punches BE, Swor RA, McGrath ME, Hudak LA, Pascual JL, Seamon MJ, Datner EM, Pearson C, Peak DA, Merchant RC, Domeier RM, Rathlev NK, O'Neil BJ, Sergot P, Sanchez LD, Bruce SE, Pietrzak RH, Joormann J, Barch DM, Pizzagalli DA, Sheridan JF, Smoller JW, Harte SE, Elliott JM, Kessler RC, Koenen KC, Jovanovic T. Anxiety sensitivity as a transdiagnostic risk factor for trajectories of adverse posttraumatic neuropsychiatric sequelae in the AURORA study. Journal of Psychiatric Research 2022 December; 156: pp. 45-54. 
@article{NicoleAShort_2022_12_01_Anxietysensitivity,
    author = "Short, Nicole A and van Rooij, Sanne JH and Murty, Vishnu P and Stevens, Jennifer S and An, Xinming and Ji, Yinyao and McLean, Samuel A and House, Stacey L and Beaudoin, Francesca L and Zeng, Donglin and Neylan, Thomas C and Clifford, Gari D and Linnstaedt, Sarah D and Germine, Laura T and Bollen, Kenneth A and Rauch, Scott L and Haran, John P and Lewandowski, Christopher and Jr, Paul I Musey and Hendry, Phyllis L and Sheikh, Sophia and Jones, Christopher W and Punches, Brittany E and Swor, Robert A and McGrath, Meghan E and Hudak, Lauren A and Pascual, Jose L and Seamon, Mark J and Datner, Elizabeth M and Pearson, Claire and Peak, David A and Merchant, Roland C and Domeier, Robert M and Rathlev, Niels K and O'Neil, Brian J and Sergot, Paulina and Sanchez, Leon D and Bruce, Steven E and Pietrzak, Robert H and Joormann, Jutta and Barch, Deanna M and Pizzagalli, Diego A and Sheridan, John F and Smoller, Jordan W and Harte, Steven E and Elliott, James M and Kessler, Ronald C and Koenen, Karestan C and Jovanovic, Tanja",
    title = "Anxiety sensitivity as a transdiagnostic risk factor for trajectories of adverse posttraumatic neuropsychiatric sequelae in the AURORA study",
    date = "2022-12",
    journal = "Journal of Psychiatric Research",
    url = "https://drive.google.com/file/d/1-fcmuQHp7zqEsX2\_f3idhQm1RWI-XRnM/view?usp=sharing",
    pages = "45-54",
    volume = "156",
    note = "Publisher: Pergamon"
}
213
Punches BE, Stolz U, Freiermuth CE, Ancona RM, McLean SA, House SL, Beaudoin FL, An X, Stevens JS, Zeng D, Neylan TC, Clifford GD, Jovanovic T, Linnstaedt SD, Germine LT, Bollen KA, Rauch SL, Haran JP, Storrow AB, Lewandowski C, Jr PIM, Hendry PL, Sheikh S, Jones CW, Kurz MC, Gentile NT, McGrath ME, Hudak LA, Pascual JL, Seamon MJ, Harris E, Chang AM, Pearson C, Peak DA, Merchant RC, Domeier RM, Rathlev NK, O'Neil BJ, Sanchez LD, Bruce SE, Pietrzak RH, Joormann J, Barch DM, Pizzagalli DA, Smoller JW, Luna B, Harte SE, Elliott JM, Kessler RC, Ressler KJ, Koenen KC, Lyons MS. Predicting at-risk opioid use three months after ed visit for trauma: Results from the AURORA study. PLoS One 2022 September 23; 17 (9): p. e0273378. 
@article{BrittanyEPunches_2022_09_23_Predictingatrisk,
    author = "Punches, Brittany E and Stolz, Uwe and Freiermuth, Caroline E and Ancona, Rachel M and McLean, Samuel A and House, Stacey L and Beaudoin, Francesca L and An, Xinming and Stevens, Jennifer S and Zeng, Donglin and Neylan, Thomas C and Clifford, Gari D and Jovanovic, Tanja and Linnstaedt, Sarah D and Germine, Laura T and Bollen, Kenneth A and Rauch, Scott L and Haran, John P and Storrow, Alan B and Lewandowski, Christopher and Jr, Paul I Musey and Hendry, Phyllis L and Sheikh, Sophia and Jones, Christopher W and Kurz, Michael C and Gentile, Nina T and McGrath, Meghan E and Hudak, Lauren A and Pascual, Jose L and Seamon, Mark J and Harris, Erica and Chang, Anna M and Pearson, Claire and Peak, David A and Merchant, Roland C and Domeier, Robert M and Rathlev, Niels K and O'Neil, Brian J and Sanchez, Leon D and Bruce, Steven E and Pietrzak, Robert H and Joormann, Jutta and Barch, Deanna M and Pizzagalli, Diego A and Smoller, Jordan W and Luna, Beatriz and Harte, Steven E and Elliott, James M and Kessler, Ronald C and Ressler, Kerry J and Koenen, Karestan C and Lyons, Michael S",
    title = "Predicting at-risk opioid use three months after ed visit for trauma: Results from the AURORA study",
    date = "2022-09-23",
    issue = "9",
    journal = "PLoS One",
    url = "https://drive.google.com/file/d/1oCQUTfJGRDPmRsaJhP6p51kCfrOPxLK2/view?usp=sharing",
    pages = "e0273378",
    volume = "17",
    note = "Publisher: Public Library of Science"
}
212
Alday EAP, Rad AB, Reyna MA, Sadr N, Gu A, Li Q, Dumitru M, Xue J, Albert D, Sameni R, Clifford GD. Age, sex and race bias in automated arrhythmia detectors. Journal of Electrocardiology 2022 September; 74: pp. 5-9. 
@article{ErickAPerezAlday_2022_09_01_Agesex,
    author = "Alday, Erick A Perez and Rad, Ali B and Reyna, Matthew A and Sadr, Nadi and Gu, Annie and Li, Qiao and Dumitru, Mircea and Xue, Joel and Albert, Dave and Sameni, Reza and Clifford, Gari D",
    title = "Age, sex and race bias in automated arrhythmia detectors",
    date = "2022-09",
    journal = "Journal of Electrocardiology",
    url = "https://drive.google.com/file/d/1Zd7Pcq77Gy4Sc7064SsS-0l9iGWk8AVF/view?usp=sharing",
    pages = "5-9",
    volume = "74",
    note = "Publisher: Churchill Livingstone"
}
211
Seyedi S, Jiang Z, Levey A, Clifford GD. An investigation of privacy preservation in deep learning-based eye-tracking. Biomedical Engineering Online 2022 September 13; 21 (1): p. 67. 
@article{SalmanSeyedi_2022_12_Aninvestigation,
    author = "Seyedi, Salman and Jiang, Zifan and Levey, Allan and Clifford, Gari D",
    title = "An investigation of privacy preservation in deep learning-based eye-tracking",
    date = "2022-09-13",
    issue = "1",
    journal = "Biomedical Engineering Online",
    url = "https://drive.google.com/file/d/1G9WWDOAl57uSCLmEgY9O94Y7FKt-4pTG/view?usp=sharing",
    pages = "67",
    volume = "21",
    note = "Publisher: BioMed Central"
}
210
Waters SH, Clifford GD. Comparison of deep transfer learning algorithms and transferability measures for wearable sleep staging. BioMedical Engineering Online 2022 September 12; 21 (1): p. 66. 
@article{SamuelHWaters_2022_12_Comparisonof,
    author = "Waters, Samuel H and Clifford, Gari D",
    title = "Comparison of deep transfer learning algorithms and transferability measures for wearable sleep staging",
    date = "2022-09-12",
    issue = "1",
    journal = "BioMedical Engineering Online",
    url = "https://drive.google.com/file/d/18CHuWRflbKbrU3XAzqt0g85NQEvE4KKV/view?usp=sharing",
    pages = "66",
    volume = "21",
    note = "Publisher: BioMed Central"
}
209
Huang M, Bliwise DL, Shah A, Johnson DA, Clifford GD, Hall MH, Krafty RT, Goldberg J, Sloan R, Ko Y, Poian GD, Perez-Alday EA, Murrah N, Levantsevych OM, Shallenberger L, Abdulbaki R, Vaccarino V. The temporal relationships between sleep disturbance and autonomic dysregulation: A co-twin control study. International Journal of Cardiology 2022 September 1; 362: pp. 176-182. DOI: 10.1016/j.ijcard.2022.05.028. 
@article{MinxuanHuang_2022_09_01_Thetemporal,
    author = "Huang, Minxuan and Bliwise, Donald L and Shah, Amit and Johnson, Dayna A and Clifford, Gari D and Hall, Martica H and Krafty, Robert T and Goldberg, Jack and Sloan, Richard and Ko, Yi-An and Poian, Giulia Da and Perez-Alday, Erick A and Murrah, Nancy and Levantsevych, Oleksiy M and Shallenberger, Lucy and Abdulbaki, Rami and Vaccarino, Viola",
    title = "The temporal relationships between sleep disturbance and autonomic dysregulation: A co-twin control study",
    date = "2022-09-01",
    journal = "International Journal of Cardiology",
    url = "https://drive.google.com/file/d/1vRQLW2vnFo31v1qWymJ-McQNgD4ZFix-/view?usp=sharing",
    pages = "176-182",
    volume = "362",
    doi = "10.1016/j.ijcard.2022.05.028",
    note = "Publisher: Elsevier"
}
208
Lebois LA, Harnett NG, Rooij SJ, Ely TD, Jovanovic T, Bruce SE, House SL, Ravichandran C, Dumornay NM, Finegold KE, Hill SB, Merker JB, Phillips KA, Beaudoin FL, An X, Neylan TC, Clifford GD, Linnstaedt SD, Germine LT, Rauch SL, Haran JP, Storrow AB, Lewandowski C, Jr PIM, Hendry PL, Sheikh S, Jones CW, Punches BE, Swor RA, McGrath ME, Hudak LA, Pascual JL, Seamon MJ, Datner EM, Chang AM, Pearson C, Domeier RM, Rathlev NK, O'Neil BJ, Sergot P, Sanchez LD, Miller MW, Pietrzak RH, Joormann J, Barch DM, Pizzagalli DA, Sheridan JF, Smoller JW, Luna B, Harte SE, Elliott JM, Kessler RC, Koenen KC, McLean SA, Stevens JS, Ressler KJ. Persistent dissociation and its neural correlates in predicting outcomes after trauma exposure. American Journal of Psychiatry 2022 September 1; 179 (9): pp. 661-672. 
@article{LaurenAMLebois_2022_09_01_Persistentdissociation,
    author = "Lebois, Lauren AM and Harnett, Nathaniel G and van Rooij, Sanne JH and Ely, Timothy D and Jovanovic, Tanja and Bruce, Steven E and House, Stacey L and Ravichandran, Caitlin and Dumornay, Nathalie M and Finegold, Katherine E and Hill, Sarah B and Merker, Julia B and Phillips, Karlye A and Beaudoin, Francesca L and An, Xinming and Neylan, Thomas C and Clifford, Gari D and Linnstaedt, Sarah D and Germine, Laura T and Rauch, Scott L and Haran, John P and Storrow, Alan B and Lewandowski, Christopher and Jr, Paul I Musey and Hendry, Phyllis L and Sheikh, Sophia and Jones, Christopher W and Punches, Brittany E and Swor, Robert A and McGrath, Meghan E and Hudak, Lauren A and Pascual, Jose L and Seamon, Mark J and Datner, Elizabeth M and Chang, Anna M and Pearson, Claire and Domeier, Robert M and Rathlev, Niels K and O'Neil, Brian J and Sergot, Paulina and Sanchez, Leon D and Miller, Mark W and Pietrzak, Robert H and Joormann, Jutta and Barch, Deanna M and Pizzagalli, Diego A and Sheridan, John F and Smoller, Jordan W and Luna, Beatriz and Harte, Steven E and Elliott, James M and Kessler, Ronald C and Koenen, Karestan C and McLean, Samuel A and Stevens, Jennifer S and Ressler, Kerry J",
    title = "Persistent dissociation and its neural correlates in predicting outcomes after trauma exposure",
    date = "2022-09-01",
    issue = "9",
    journal = "American Journal of Psychiatry",
    url = "https://drive.google.com/file/d/1ep6\_1K6LQjB4Gly5cATSHSw2gA87VMkm/view?usp=sharing",
    pages = "661-672",
    volume = "179",
    note = "Publisher: American Psychiatric Association"
}
207
Reyna MA, Sadr N, Alday EAP, Gu A, Shah AJ, Robichaux C, Rad AB, Elola A, Seyedi S, Ansari S, Ghanbari H, Li Q, Sharma A, Clifford GD. Issues in the automated classification of multilead ECGs using heterogeneous labels and populations. Physiological Measurement 2022 August 26; 43 (8): p. 084001. DOI: 10.1088/1361-6579. 
@article{MatthewAReyna_2022_08_26_Issuesin,
    author = "Reyna, Matthew A and Sadr, Nadi and Alday, Erick A Perez and Gu, Annie and Shah, Amit J and Robichaux, Chad and Rad, Ali Bahrami and Elola, Andoni and Seyedi, Salman and Ansari, Sardar and Ghanbari, Hamid and Li, Qiao and Sharma, Ashish and Clifford, Gari D",
    title = "Issues in the automated classification of multilead ECGs using heterogeneous labels and populations",
    date = "2022-08-26",
    issue = "8",
    journal = "Physiological Measurement",
    url = "https://drive.google.com/file/d/1ButrErukO8OfjT2kfznl\_yrvpejwJ2lG/view?usp=sharing",
    pages = "084001",
    volume = "43",
    doi = "10.1088/1361-6579/ac79fd",
    note = "Publisher: IOP Publishing"
}
206
Tanriverdi B, Gregory DF, Olino TM, Ely TD, Harnett NG, Rooij SJ, Lebois LA, Seligowski AV, Jovanovic T, Ressler KJ, House SL, Beaudoin FL, An X, Neylan TC, Clifford GD, Linnstaedt SD, Germine LT, Bollen KA, Rauch SL, Haran JP, Storrow AB, Lewandowski C, Musey PI, Hendry PL, Sheikh S, Jones CW, Punches BE, Kurz MC, McGrath ME, Hudak LA, Pascual JL, Seamon MJ, Datner EM, Pearson C, Domeier RM, Rathlev NK, O'Neil BJ, Sanchez LD, Bruce SE, Miller MW, Pietrzak RH, Joormann J, Barch DM, Pizzagalli DA, Sheridan JF, Smoller JW, Harte SE, Elliott JM, McLean SA, Kessler RC, Koenen KC, Stevens JS, Murty VP. Hippocampal Threat Reactivity Interacts with Physiological Arousal to Predict PTSD Symptoms. Journal of Neuroscience 2022 August 24; 42 (34): pp. 6593-6604. 
@article{BraTanriverdi_2022_08_24_HippocampalThreat,
    author = {Tanriverdi, B{\"u}{\c{s}}ra and Gregory, David F and Olino, Thomas M and Ely, Timothy D and Harnett, Nathaniel G and van Rooij, Sanne JH and Lebois, Lauren AM and Seligowski, Antonia V and Jovanovic, Tanja and Ressler, Kerry J and House, Stacey L and Beaudoin, Francesca L and An, Xinming and Neylan, Thomas C and Clifford, Gari D and Linnstaedt, Sarah D and Germine, Laura T and Bollen, Kenneth A and Rauch, Scott L and Haran, John P and Storrow, Alan B and Lewandowski, Christopher and Musey, Paul I and Hendry, Phyllis L and Sheikh, Sophia and Jones, Christopher W and Punches, Brittany E and Kurz, Michael C and McGrath, Meghan E and Hudak, Lauren A and Pascual, Jose L and Seamon, Mark J and Datner, Elizabeth M and Pearson, Claire and Domeier, Robert M and Rathlev, Niels K and O'Neil, Brian J and Sanchez, Leon D and Bruce, Steven E and Miller, Mark W and Pietrzak, Robert H and Joormann, Jutta and Barch, Deanna M and Pizzagalli, Diego A and Sheridan, John F and Smoller, Jordan W and Harte, Steven E and Elliott, James M and McLean, Samuel A and Kessler, Ronald C and Koenen, Karestan C and Stevens, Jennifer S and Murty, Vishnu P},
    title = "Hippocampal Threat Reactivity Interacts with Physiological Arousal to Predict PTSD Symptoms",
    date = "2022-08-24",
    issue = "34",
    journal = "Journal of Neuroscience",
    url = "https://drive.google.com/file/d/13JdlPFJbgt3SCXo27jdYPkzZTAAAyTTc/view?usp=sharing",
    pages = "6593-6604",
    volume = "42",
    note = "Publisher: Society for Neuroscience"
}
205
Cakmak AS, Alday EAP, Densen S, Najarro G, Rout P, Rozell CJ, Inan OT, Shah AJ, Clifford GD. Passively Captured Interpersonal Social Interactions and Motion From Smartphones for Predicting Decompensation in Heart Failure: Observational Cohort Study. JMIR Formative Research 2022 August 24; 6 (8): p. e36972. 
@article{AyseSCakmak_2022_08_24_PassivelyCaptured,
    author = "Cakmak, Ayse S and Alday, Erick A Perez and Densen, Samuel and Najarro, Gabriel and Rout, Pratik and Rozell, Christopher J and Inan, Omer T and Shah, Amit J and Clifford, Gari D",
    title = "Passively Captured Interpersonal Social Interactions and Motion From Smartphones for Predicting Decompensation in Heart Failure: Observational Cohort Study",
    date = "2022-08-24",
    issue = "8",
    journal = "JMIR Formative Research",
    url = "https://drive.google.com/file/d/1MZSUE8Pe7QTNube\_3xNP9JhLrhnEE15s/view?usp=sharing",
    pages = "e36972",
    volume = "6",
    note = "Publisher: JMIR Publications Inc., Toronto, Canada"
}
204
Harnett NG, Finegold KE, Lebois LA, Rooij SJ, Ely TD, Murty VP, Jovanovic T, Bruce SE, House SL, Beaudoin FL, An X, Zeng D, Neylan TC, Clifford GD, Linnstaedt SD, Germine LT, Bollen KA, Rauch SL, Haran JP, Storrow AB, Lewandowski C, Musey PI, Hendry PL, Sheikh S, Jones CW, Punches BE, Kurz MC, Swor RA, Hudak LA, Pascual JL, Seamon MJ, Harris E, Chang AM, Pearson C, Peak DA, Domeier RM, Rathlev NK, O'Neil BJ, Sergot P, Sanchez LD, Miller MW, Pietrzak RH, Joormann J, Barch DM, Pizzagalli DA, Sheridan JF, Harte SE, Elliott JM, Kessler RC, Koenen KC, McLean SA, Nickerson LD, Ressler KJ, Stevens JS. Structural covariance of the ventral visual stream predicts posttraumatic intrusion and nightmare symptoms: a multivariate data fusion analysis. Translational psychiatry 2022 August 8; 12 (1): p. 321. 
@article{NathanielGHarnett_2022_08_08_Structuralcovariance,
    author = "Harnett, Nathaniel G and Finegold, Katherine E and Lebois, Lauren AM and van Rooij, Sanne JH and Ely, Timothy D and Murty, Vishnu P and Jovanovic, Tanja and Bruce, Steven E and House, Stacey L and Beaudoin, Francesca L and An, Xinming and Zeng, Donglin and Neylan, Thomas C and Clifford, Gari D and Linnstaedt, Sarah D and Germine, Laura T and Bollen, Kenneth A and Rauch, Scott L and Haran, John P and Storrow, Alan B and Lewandowski, Christopher and Musey, Paul I and Hendry, Phyllis L and Sheikh, Sophia and Jones, Christopher W and Punches, Brittany E and Kurz, Michael C and Swor, Robert A and Hudak, Lauren A and Pascual, Jose L and Seamon, Mark J and Harris, Erica and Chang, Anna M and Pearson, Claire and Peak, David A and Domeier, Robert M and Rathlev, Niels K and O'Neil, Brian J and Sergot, Paulina and Sanchez, Leon D and Miller, Mark W and Pietrzak, Robert H and Joormann, Jutta and Barch, Deanna M and Pizzagalli, Diego A and Sheridan, John F and Harte, Steven E and Elliott, James M and Kessler, Ronald C and Koenen, Karestan C and McLean, Samuel A and Nickerson, Lisa D and Ressler, Kerry J and Stevens, Jennifer S",
    title = "Structural covariance of the ventral visual stream predicts posttraumatic intrusion and nightmare symptoms: a multivariate data fusion analysis",
    date = "2022-08-08",
    issue = "1",
    journal = "Translational psychiatry",
    url = "https://drive.google.com/file/d/1pk08jX0-OctSwS1pUEnFB3v5zvbzRsDM",
    pages = "321",
    volume = "12",
    note = "Publisher: Nature Publishing Group UK"
}
203
Reyna MA, Nsoesie EO, Clifford GD. Rethinking algorithm performance metrics for artificial intelligence in diagnostic medicine. JAMA 2022 July 26; 328 (4): pp. 329-330. 
@article{MatthewAReyna_2022_07_26_Rethinkingalgorithm,
    author = "Reyna, Matthew A and Nsoesie, Elaine O and Clifford, Gari D",
    title = "Rethinking algorithm performance metrics for artificial intelligence in diagnostic medicine",
    date = "2022-07-26",
    issue = "4",
    journal = "JAMA",
    url = "https://drive.google.com/file/d/1aH9S5AyKqjoDNKn5OSMrG7IZhCNTf8r3/view?usp=sharing",
    pages = "329-330",
    volume = "328",
    note = "Publisher: American Medical Association"
}
202
Joormann J, McLean SA, Beaudoin FL, An X, Stevens JS, Zeng D, Neylan TC, Clifford GD, Linnstaedt SD, Germine LT, Rauch SL, Musey PI, Hendry PL, Sheikh S, Jones CW, Punches BE, Fermann G, Hudak LA, Mohiuddin K, Murty V, McGrath ME, Haran JP, Pascual J, Seamon M, Peak DA, Pearson C, Domeier RM, Sergot P, Merchant R, Sanchez LD, Rathlev NK, Peacock WF, Bruce SE, Barch D, Pizzagalli DA, Luna B, Harte SE, Hwang I, Lee S, Sampson N, Koenen KC, Ressler KJ, Kessler RC. Socio-demographic and trauma-related predictors of depression within eight weeks of motor vehicle collision in the AURORA study. Psychological Medicine 2022 July; 52 (10): pp. 1934-1947. 
@article{JuttaJoormann_2020_10_29_Sociodemographicand,
    author = "Joormann, Jutta and McLean, Samuel A and Beaudoin, Francesca L and An, Xinming and Stevens, Jennifer S and Zeng, Donglin and Neylan, Thomas C and Clifford, Gari D and Linnstaedt, Sarah D and Germine, Laura T and Rauch, Scott L and Musey, Paul I and Hendry, Phyllis L and Sheikh, Sophia and Jones, Christopher W and Punches, Brittany E and Fermann, Gregory and Hudak, Lauren A and Mohiuddin, Kamran and Murty, Vishnu and McGrath, Meghan E and Haran, John P and Pascual, Jose and Seamon, Mark and Peak, David A and Pearson, Claire and Domeier, Robert M and Sergot, Paulina and Merchant, Roland and Sanchez, Leon D and Rathlev, Niels K and Peacock, William F and Bruce, Steven E and Barch, Deanna and Pizzagalli, Diego A and Luna, Beatriz and Harte, Steven E and Hwang, Irving and Lee, Sue and Sampson, Nancy and Koenen, Karestan C and Ressler, Kerry J and Kessler, Ronald C",
    title = "Socio-demographic and trauma-related predictors of depression within eight weeks of motor vehicle collision in the AURORA study",
    date = "2022-07",
    journal = "Psychological Medicine",
    url = "https://drive.google.com/file/d/12asAetAKMyVaXF65L-KsJyXAGjcL2WbY/view?usp=sharing",
    pages = "1934-1947",
    volume = "52",
    issue = "10",
    note = "Publisher: Cambridge University Press"
}
201
Sheikh SA, Gurel NZ, Gupta S, Chukwu IV, Levantsevych O, Alkhalaf M, Soudan M, Abdulbaki R, Haffar A, Clifford GD, Inan OT, Shah AJ. Validation of a new impedance cardiography analysis algorithm for clinical classification of stress states. Psychophysiology 2022 July; 59 (7): p. e14013. 
@article{ShafaatAliSheikh_2022_07_Validationof,
    author = "Sheikh, Shafa{-}at Ali and Gurel, Nil Z and Gupta, Shishir and Chukwu, Ikenna V and Levantsevych, Oleksiy and Alkhalaf, Mhmtjamil and Soudan, Majd and Abdulbaki, Rami and Haffar, Ammer and Clifford, Gari D and Inan, Omer T and Shah, Amit J",
    title = "Validation of a new impedance cardiography analysis algorithm for clinical classification of stress states",
    date = "2022-07",
    issue = "7",
    journal = "Psychophysiology",
    url = "https://drive.google.com/file/d/1R\_rboJiiL8g9hmm77reIHduH4Bwu44mG/view?usp=sharing",
    pages = "e14013",
    volume = "59"
}
200
Cotes RO, Boazak M, Griner E, Jiang Z, Kim B, Bremer W, Seyedi S, Rad AB, Clifford GD. Multimodal Assessment of Schizophrenia and Depression Utilizing Video, Acoustic, Locomotor, Electroencephalographic, and Heart Rate Technology: Protocol for an Observational Study. JMIR Research Protocols 2022 July 13; 11 (7): p. e36417. 
@article{RobertOCotes_2022_07_13_MultimodalAssessment,
    author = "Cotes, Robert O and Boazak, Mina and Griner, Emily and Jiang, Zifan and Kim, Bona and Bremer, Whitney and Seyedi, Salman and Rad, Ali Bahrami and Clifford, Gari D",
    title = "Multimodal Assessment of Schizophrenia and Depression Utilizing Video, Acoustic, Locomotor, Electroencephalographic, and Heart Rate Technology: Protocol for an Observational Study",
    date = "2022-07-13",
    issue = "7",
    journal = "JMIR Research Protocols",
    url = "https://drive.google.com/file/d/1lpjPKweyz0XiFEB3otmNjB4Ppb\_KvlXx/view?usp=sharing",
    pages = "e36417",
    volume = "11",
    note = "Publisher: JMIR Publications Inc., Toronto, Canada"
}
199
Rohr M, Reich C, Höhl A, Lilienthal T, Dege T, Plesinger F, Bulkova V, Clifford GD, Reyna M, Antink CH. Exploring novel algorithms for atrial fibrillation detection by driving graduate level education in medical machine learning. Physiological Measurement 2022 July 7; 43 (7): p. 074001. 
@article{MauriceRohr_2022_07_07_Exploringnovel,
    author = {Rohr, Maurice and Reich, Christoph and H{\"o}hl, Andreas and Lilienthal, Timm and Dege, Tizian and Plesinger, Filip and Bulkova, Veronika and Clifford, Gari D and Reyna, Matthew and Antink, Christoph Hoog},
    title = "Exploring novel algorithms for atrial fibrillation detection by driving graduate level education in medical machine learning",
    date = "2022-07-07",
    issue = "7",
    journal = "Physiological Measurement",
    url = "https://drive.google.com/file/d/1-ITuewyUjabwhxqYAVE6YBOu9xJjVIIf/view?usp=sharing",
    pages = "074001",
    volume = "43",
    note = "Publisher: IOP Publishing"
}
198
Sterina E, Michopoulos V, Linnstaedt SD, Neylan TC, Clifford GD, Ethun KF, Lori A, Wingo AP, Rothbaum BO, Ressler KJ, Stevens JS. Time of trauma prospectively affects PTSD symptom severity: The impact of circadian rhythms and cortisol. Psychoneuroendocrinology 2022 July 1; 141: p. 105729. DOI: 10.1016/j.psyneuen.2022.105729. 
@article{EvelinaSterina_2022_07_01_Timeof,
    author = "Sterina, Evelina and Michopoulos, Vasiliki and Linnstaedt, Sarah D and Neylan, Thomas C and Clifford, Gari D and Ethun, Kelly F and Lori, Adriana and Wingo, Aliza P and Rothbaum, Barbara O and Ressler, Kerry J and Stevens, Jennifer S",
    title = "Time of trauma prospectively affects PTSD symptom severity: The impact of circadian rhythms and cortisol",
    date = "2022-07-01",
    journal = "Psychoneuroendocrinology",
    url = "https://drive.google.com/file/d/1RWWR-0TIXLBav0CT2A1rT3mIwsqkVZKR",
    pages = "105729",
    volume = "141",
    doi = "10.1016/j.psyneuen.2022.105729",
    note = "Publisher: Pergamon"
}
197
Oliveira J, Renna F, Costa PD, Nogueira M, Oliveira C, Ferreira C, Jorge A, Mattos S, Hatem T, Tavares T, Elola A, Rad AB, Sameni R, Clifford GD, Coimbra MT. The CirCor DigiScope Dataset: From Murmur Detection to Murmur Classification. IEEE journal of Biomedical and Health Informatics 2022 June; 26 (6): pp. 2524-2535. 
@article{JorgeOliveira_2021_12_21_TheCirCor,
    author = "Oliveira, Jorge and Renna, Francesco and Costa, Paulo Dias and Nogueira, Marcelo and Oliveira, Cristina and Ferreira, Carlos and Jorge, Al{\'\i}pio and Mattos, Sandra and Hatem, Thamine and Tavares, Thiago and Elola, Andoni and Rad, Ali Bahrami and Sameni, Reza and Clifford, Gari D and Coimbra, Miguel T",
    title = "The CirCor DigiScope Dataset: From Murmur Detection to Murmur Classification",
    date = "2022-06",
    issue = "6",
    journal = "IEEE journal of Biomedical and Health Informatics",
    url = "https://drive.google.com/file/d/1Mrc5E8uPcYk8P1fPj11EBpVPEgzlqppF/view?usp=sharing",
    pages = "2524-2535",
    volume = "26",
    note = "Publisher: IEEE"
}
196
Jiang Z, Luskus M, Seyedi S, Griner EL, Rad AB, Clifford GD, Boazak M, Cotes RO. Utilizing computer vision for facial behavior analysis in schizophrenia studies: A systematic review. PLoS One 2022 April 8; 17 (4): p. e0266828. 
@article{ZifanJiang_2022_04_08_Utilizingcomputer,
    author = "Jiang, Zifan and Luskus, Mark and Seyedi, Salman and Griner, Emily L and Rad, Ali Bahrami and Clifford, Gari D and Boazak, Mina and Cotes, Robert O",
    title = "Utilizing computer vision for facial behavior analysis in schizophrenia studies: A systematic review",
    journal = "PLoS One",
    date = "2022-04-08",
    issue = "4",
    url = "https://drive.google.com/file/d/1n3OE3bGRRlFPDp4zvkojvFq9TVha8S6d/view?usp=sharing",
    pages = "e0266828",
    volume = "17",
    note = "Publisher: Public Library of Science"
}
195
Suresha PB, Hegde C, Jiang Z, Clifford GD. An Edge Computing and Ambient Data Capture System for Clinical and Home Environments. Sensors 2022 March 25; 22 (7): p. 2511. 
@article{PradyumnaByappanahalliSuresha_2022_03_25_AnEdge,
    author = "Suresha, Pradyumna Byappanahalli and Hegde, Chaitra and Jiang, Zifan and Clifford, Gari D",
    title = "An Edge Computing and Ambient Data Capture System for Clinical and Home Environments",
    date = "2022-03-25",
    issue = "7",
    journal = "Sensors",
    url = "https://drive.google.com/file/d/1MH8CR5qxzoOfkQyOznlRHc8IFxScEaNc",
    pages = "2511",
    volume = "22",
    note = "Publisher: MDPI"
}
194
Groot NM, Shah D, Boyle PM, Anter E, Clifford GD, Deisenhofer I, Deneke T, Dessel P, Doessel O, Dilaveris P, Heinzel FR, Kapa S, Lambiase PD, Lumens J, Platonov PG, Ngarmukos T, Martinez JP, Sanchez AO, Takahashi Y, Valdigem BP, Veen A, Vernooy K, Casado-Arroyo R. Critical appraisal of technologies to assess electrical activity during atrial fibrillation: a position paper from the European heart rhythm association and european society of cardiology working group on ecardiology in collaboration with the heart rhythm society, asia pacific heart rhythm society, latin American heart rhythm society and computing in cardiology. Europace 2022 February 2; 24 (2): pp. 313-330. 
@article{Unknown_2021_12_09_Criticalappraisal,
    author = "de Groot, Natasja M.S. and Shah, Dipen and Boyle, Patrick M. and Anter, Elad and Clifford, Gari D. and Deisenhofer, Isabel and Deneke, Thomas and van Dessel, Pascal and Doessel, Olaf and Dilaveris, Polychronis and Heinzel, Frank R. and Kapa, Suraj and Lambiase, Pier D. and Lumens, Joost and Platonov, Pyotr G. and Ngarmukos, Tachapong and Martinez, Juan Pablo and Sanchez, Alejandro Olaya and Takahashi, Yoshihide and Valdigem, Bruno P. and van der Veen, Alle-Jan and Vernooy, Kevin and Casado-Arroyo, Ruben",
    title = "Critical appraisal of technologies to assess electrical activity during atrial fibrillation: a position paper from the European heart rhythm association and european society of cardiology working group on ecardiology in collaboration with the heart rhythm society, asia pacific heart rhythm society, latin American heart rhythm society and computing in cardiology",
    date = "2022-02-02",
    issue = "2",
    volume = "24",
    pages = "313-330",
    journal = "Europace",
    note = "Publisher: Oxford Academic",
    url = "https://drive.google.com/file/d/1JUHw6f\_e20PRnFHzaQ06Svj3Z4vFLJ9I/view?usp=sharing"
}
193
Sanchez-Perez JA, Berkebile JA, Nevius BN, Ozmen GC, Nichols CJ, Ganti VG, Mabrouk SA, Clifford GD, Kamaleswaran R, Wright DW, Inan OT. A wearable multimodal sensing system for tracking changes in pulmonary fluid status, lung sounds, and respiratory markers. Sensors 2022 February 2; 22 (3): p. 1130. 
@article{JesusAntonioSanchezPerez_2022_02_02_Awearable,
    author = "Sanchez-Perez, Jesus Antonio and Berkebile, John A and Nevius, Brandi N and Ozmen, Goktug C and Nichols, Christopher J and Ganti, Venu G and Mabrouk, Samer A and Clifford, Gari D and Kamaleswaran, Rishikesan and Wright, David W and Inan, Omer T",
    title = "A wearable multimodal sensing system for tracking changes in pulmonary fluid status, lung sounds, and respiratory markers",
    date = "2022-02-02",
    issue = "3",
    journal = "Sensors",
    url = "https://drive.google.com/file/d/1n5g85VBmtDF6piDqxkq4Ti2XrCNcgVQw",
    pages = "1130",
    volume = "22",
    note = "Publisher: MDPI"
}
192
Suresha PB, Robichaux CJ, Cassim TZ, García PS, Clifford GD. Raspberry Pi-Based Data Archival System for Electroencephalogram Signals From the SedLine Root Device. Anesthesia & Analgesia 2022 February 1; 134 (2): pp. 380-388. 
@article{PradyumnaBSuresha_2022_01_14_RaspberryPiBased,
    author = "Suresha, Pradyumna B and Robichaux, Chad J and Cassim, Tuan Z and Garc{\'\i}a, Paul S and Clifford, Gari D",
    title = "Raspberry Pi-Based Data Archival System for Electroencephalogram Signals From the SedLine Root Device",
    date = "2022-02-01",
    issue = "2",
    journal = "Anesthesia {\\&} Analgesia",
    url = "https://drive.google.com/file/d/1SC15afrivOYeN2hmC2G4nHsrKsm9qNjT/view?usp=sharing",
    pages = "380-388",
    volume = "134",
    note = "Publisher: Wolters Kluwer"
}
191
Germine LT, Joormann J, Passell E, Rutter LA, Scheuer L, Martini P, Hwang I, Lee S, Sampson N, Barch DM, House SL, Beaudoin FL, An X, Stevens JS, Zeng D, Linnstaedt SD, Jovanovic T, Clifford GD, Neylan TC, Rauch SL, Lewandowski C, Hendry PL, Sheikh S, Storrow AB, Musey PI, Jones CW, Punches BE, McGrath ME, Pascual JL, Mohiuddin K, Pearson C, Peak DA, Domeier RM, Bruce SE, Rathlev NK, Sanchez LD, Pietrzak RH, Pizzagalli DA, Harte SE, Elliott JM, Koenen KC, Ressler KJ, McLean SA, Kessler RC. Neurocognition after motor vehicle collision and adverse post-traumatic neuropsychiatric sequelae within 8 weeks: initial findings from the AURORA study. Journal of Affective Disorders 2022 February 1; 298: pp. 57-67. DOI: 10.1016/j.jad.2021.10.104. 
@article{LauraTGermine_2022_02_01_Neurocognitionafter,
    author = "Germine, Laura T and Joormann, Jutta and Passell, Eliza and Rutter, Lauren A and Scheuer, Luke and Martini, Paolo and Hwang, Irving and Lee, Sue and Sampson, Nancy and Barch, Deanna M and House, Stacey L and Beaudoin, Francesca L and An, Xinming and Stevens, Jennifer S and Zeng, Donglin and Linnstaedt, Sarah D and Jovanovic, Tanja and Clifford, Gari D and Neylan, Thomas C and Rauch, Scott L and Lewandowski, Christopher and Hendry, Phyllis L and Sheikh, Sophia and Storrow, Alan B and Musey, Paul I and Jones, Christopher W and Punches, Brittney E and McGrath, Meghan E and Pascual, Jose L and Mohiuddin, Kamran and Pearson, Claire and Peak, David A and Domeier, Robert M and Bruce, Steven E and Rathlev, Niels K and Sanchez, Leon D and Pietrzak, Robert H and Pizzagalli, Diego A and Harte, Steven E and Elliott, James M and Koenen, Karesten C and Ressler, Kerry J and McLean, Samuel A and Kessler, Ronald C",
    title = "Neurocognition after motor vehicle collision and adverse post-traumatic neuropsychiatric sequelae within 8 weeks: initial findings from the AURORA study",
    date = "2022-02-01",
    journal = "Journal of Affective Disorders",
    url = "https://drive.google.com/file/d/1A6RYrBsEGZKveAW6rgCAP\_PDC3JxSyqe",
    pages = "57-67",
    volume = "298",
    doi = "10.1016/j.jad.2021.10.104",
    note = "Publisher: Elsevier"
}
190
Hegde C, Rad AB, Sameni R, Clifford GD. Modeling Social Distancing and Quantifying Epidemic Disease Exposure in a Built Environment. IEEE journal of Selected Topics in Signal Processing 2022 January 25; 16 (2): pp. 289-299. 
@article{ChaitraHegde_2022_01_25_ModelingSocial,
    author = "Hegde, Chaitra and Rad, Ali Bahrami and Sameni, Reza and Clifford, Gari David",
    title = "Modeling Social Distancing and Quantifying Epidemic Disease Exposure in a Built Environment",
    date = "2022-01-25",
    issue = "2",
    journal = "IEEE journal of Selected Topics in Signal Processing",
    url = "https://drive.google.com/file/d/1V9RhsPhypUq7Go\_2AQRxcufZNegj9CQd",
    pages = "289-299",
    volume = "16",
    note = "Publisher: IEEE"
}
189
Jiang Z, Seyedi S, Haque RU, Pongos AL, Vickers KL, Manzanares CM, Lah JJ, Levey AI, Clifford GD. Automated analysis of facial emotions in subjects with cognitive impairment. PLos One 2022 January 21; 17 (1): p. e0262527. 
@article{ZifanJiang_2022_01_21_Automatedanalysis,
    author = "Jiang, Zifan and Seyedi, Salman and Haque, Rafi U and Pongos, Alvince L and Vickers, Kayci L and Manzanares, Cecelia M and Lah, James J and Levey, Allan I and Clifford, Gari D",
    title = "Automated analysis of facial emotions in subjects with cognitive impairment",
    date = "2022-01-21",
    issue = "1",
    journal = "PLos One",
    url = "https://drive.google.com/file/d/1j3ajG\_mAeEWEW7YzY8aGdA0XU1kzHPZg",
    pages = "e0262527",
    volume = "17",
    note = "Publisher: Public Library of Science"
}
188
Joormann J, Ziobrowski HN, King AJ, Gildea SM, Lee S, Sampson NA, House SL, Beaudoin FL, An X, Stevens JS, Zeng D, Neylan TC, Clifford GD, Linnstaedt SD, Germine LT, Bollen KA, Rauch SL, Haran JP, Storrow AB, Jr PIM, Hendry PL, Sheikh S, Jones CW, Punches BE, McGrath ME, Hudak LA, Pascual JL, Seamon MJ, Chang AM, Pearson C, Peak DA, Domeier RM, Rathlev NK, O'Neil BJ, Sanchez LD, Bruce SE, Miller MW, Pietrzak RH, Barch DM, Pizzagalli DA, Harte SE, Elliott JM, Koenen KC, McLean SA, Kessler RC. Prior histories of posttraumatic stress disorder and major depression and their onset and course in the three months after a motor vehicle collision in the AURORA study. Depress and Anxiety 2022 January; 39 (1): pp. 56-70. 
@article{JuttaJoormann_2022_01_Priorhistories,
    author = "Joormann, Jutta and Ziobrowski, Hannah N and King, Andrew J and Gildea, Sarah M and Lee, Sue and Sampson, Nancy A and House, Stacey L and Beaudoin, Francesca L and An, Xinming and Stevens, Jennifer S and Zeng, Donglin and Neylan, Thomas C and Clifford, Gari D and Linnstaedt, Sarah D and Germine, Laura T and Bollen, Kenneth A and Rauch, Scott L and Haran, John P and Storrow, Alan B and Jr, Paul I Musey and Hendry, Phyllis L and Sheikh, Sophia and Jones, Christopher W and Punches, Brittany E and McGrath, Meghan E and Hudak, Lauren A and Pascual, Jose L and Seamon, Mark J and Chang, Anna M and Pearson, Claire and Peak, David A and Domeier, Robert M and Rathlev, Niels K and O'Neil, Brian J and Sanchez, Leon D and Bruce, Steven E and Miller, Mark W and Pietrzak, Robert H and Barch, Deanna M and Pizzagalli, Diego A and Harte, Steven E and Elliott, James M and Koenen, Karestan C and McLean, Samuel A and Kessler, Ronald C",
    title = "Prior histories of posttraumatic stress disorder and major depression and their onset and course in the three months after a motor vehicle collision in the AURORA study",
    date = "2022-01",
    issue = "1",
    journal = "Depress and Anxiety",
    url = "https://drive.google.com/file/d/19LxRxwKTDMJ5mhZNkfI5XD9zjJnbuggf/view?usp=sharing",
    pages = "56-70",
    volume = "39"
}
187
Clifford GD, Nguyen T, Shaw C, Newton B, Francis S, Salari M, Evans C, Jones C, Akintobi TH, Jr HT. An Open-Source Privacy-Preserving Large-Scale Mobile Framework for Cardiovascular Health Monitoring and Intervention Planning With an Urban African American Population of Young Adults: User-Centered Design Approach. JMIR Formative Research 2022 January 11; 6 (1): p. e25444. 
@article{GariClifford_2022_01_11_AnOpenSource,
    author = "Clifford, Gari D and Nguyen, Tony and Shaw, Corey and Newton, Brittney and Francis, Sherilyn and Salari, Mohsen and Evans, Chad and Jones, Camara and Akintobi, Tabia Henry and Jr, Herman Taylor",
    title = "An Open-Source Privacy-Preserving Large-Scale Mobile Framework for Cardiovascular Health Monitoring and Intervention Planning With an Urban African American Population of Young Adults: User-Centered Design Approach",
    date = "2022-01-11",
    issue = "1",
    journal = "JMIR Formative Research",
    url = "https://drive.google.com/file/d/1fj\_ykFKOOaksDtOIkcWQxjktFU9U3Ci0/view?usp=sharing",
    pages = "e25444",
    volume = "6",
    note = "Publisher: JMIR Publications Inc., Toronto, Canada"
}
186
Nasiri S, Clifford GD. Generalizable seizure detection model using generating transferable adversarial features. IEEE Signal Processing Letters 2021; 28: pp. 568-572. DOI: 10.1109/LSP.2021.3060967. 
@article{SamanehNasiri_2021_02_22_Generalizableseizure,
    author = "Nasiri, Samaneh and Clifford, Gari D",
    title = "Generalizable seizure detection model using generating transferable adversarial features",
    date = "2021",
    journal = "IEEE Signal Processing Letters",
    url = "https://drive.google.com/file/d/1Dje1c\_TZoN9\_Xga0EGX7jVfDPrXU8zqc/view?usp=sharing",
    pages = "568-572",
    volume = "28",
    doi = "10.1109/LSP.2021.3060967",
    note = "Publisher: IEEE"
}
185
Rad AB, Galloway C, Treiman D, Xue J, Li Q, Sameni R, Albert D, Clifford GD. Atrial fibrillation detection in outpatient electrocardiogram monitoring: An algorithmic crowdsourcing approach. PLos One 2021 November 16; 16 (11): p. e0259916. 
@article{AliBahramiRad_2021_11_16_Atrialfibrillation,
    author = "Rad, Ali Bahrami and Galloway, Conner and Treiman, Daniel and Xue, Joel and Li, Qiao and Sameni, Reza and Albert, Dave and Clifford, Gari D",
    title = "Atrial fibrillation detection in outpatient electrocardiogram monitoring: An algorithmic crowdsourcing approach",
    date = "2021-11-16",
    issue = "11",
    journal = "PLos One",
    url = "https://drive.google.com/file/d/1TFRm0b4uTImvtRCeb-t-ybLpeCHj4WMj",
    pages = "e0259916",
    volume = "16",
    note = "Publisher: Public Library of Science"
}
184
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    title = "Brain-based biotypes of psychiatric vulnerability in the acute aftermath of trauma",
    date = "2021-11",
    issue = "11",
    journal = "American Journal of Psychiatry",
    url = "https://drive.google.com/file/d/1FParOc71XqAdzh1-baoLIGPXuVsW4SYP/view?usp=sharing",
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}
183
Ziobrowski HN, Kennedy CJ, Ustun B, House SL, Beaudoin FL, An X, Zeng D, Bollen KA, Petukhova M, Sampson NA, Puac-Polanco V, Lee S, Koenen KC, Ressler KJ, McLean SA, Kessler RC, Stevens JS, Neylan TC, Clifford GD, Jovanovic T, Linnstaedt SD, Germine LT, Rauch SL, Haran JP, Storrow AB, Lewandowski C, Musey PI, Hendry PL, Sheikh S, Jones CW, Punches BE, Lyons MS, Murty VP, McGrath ME, Pascual JL, Seamon MJ, Datner EM, Chang AM, Pearson C, Peak DA, Jambaulikar G, Merchant RC, Domeier RM, Rathlev NK, O'Neil BJ, Sergot P, Sanchez LD, Bruce SE, Pietrzak RH, Joormann J, Barch DM, Pizzagalli DA, Sheridan JF, Harte SE, Elliott JM, Rooij SJV, Consortium A. Development and validation of a model to predict posttraumatic stress disorder and major depression after a motor vehicle collision. JAMA Psychiatry 2021 November 1; 78 (11): pp. 1228-1237. 
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    title = "Development and validation of a model to predict posttraumatic stress disorder and major depression after a motor vehicle collision",
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}
182
Singhal L, Garg Y, Yang P, Tabaie A, Wong AI, Mohammed A, Chinthala L, Kadaria D, Sodhi A, Holder AL, Esper A, Blum JM, Davis RL, Clifford GD, Martin GS, Kamaleswaran R. eARDS: A multi-center validation of an interpretable machine learning algorithm of early onset Acute Respiratory Distress Syndrome (ARDS) among critically ill adults with COVID-19. PLoS One 2021 September 24; 16 (9): p. e0257056. 
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Tabaie A, Orenstein EW, Nemati S, Basu RK, Clifford GD, Kamaleswaran R. Deep learning model to predict serious infection among children with central venous lines. Frontiers in Pediatrics 2021 September 15; 9: p. 726870. DOI: 0.3389/fped.2021.726870. 
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    title = "Deep learning model to predict serious infection among children with central venous lines",
    date = "2021-09-15",
    journal = "Frontiers in Pediatrics",
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180
Steuber ER, Seligowski AV, Roeckner AR, Reda M, Lebois LA, Rooij SJ, Murty VP, Ely TD, Bruce SE, House SL, Beaudoin FL, An X, Zeng D, Neylan TC, Clifford GD, Linnstaedt SD, Germine LT, Rauch SL, Lewandowski C, Sheikh S, Jones CW, Punches BE, Swor RA, McGrath ME, Hudak LA, Pascual JL, Chang AM, Pearson C, Peak DA, Domeier RM, O'Neil BJ, Rathlev NK, Sanchez LD, Pietrzak RH, Joormann J, Barch DM, Pizzagalli DA, Elliott JM, Kessler RC, Koenen KC, McLean SA, Ressler KJ, Jovanovic T, Harnett NG, Stevens JS. Thalamic volume and fear extinction interact to predict acute posttraumatic stress severity. Journal of Psychiatric Research 2021 September 1; 141: pp. 325-332. DOI: 10.1016/j.jpsychires.2021.07.023. 
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    title = "Thalamic volume and fear extinction interact to predict acute posttraumatic stress severity",
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179
Seligowski AV, Steuber ER, Hinrichs R, Reda MH, Wiltshire CN, Wanna CP, Winters SJ, Phillips KA, House SL, Beaudoin FL, An X, Stevens JS, Zeng D, Neylan TC, Clifford GD, Linnstaedt SD, Germine LT, Bollen KA, Guffanti G, Rauch SL, Haran JP, Storrow AB, Lewandowski C, Jr PIM, Hendry PL, Sheikh S, Jones CW, Punches BE, Kurz MC, Murty VP, McGrath ME, Hudak LA, Pascual JL, Seamon MJ, Datner EM, Chang AM, Pearson C, Peak DA, Merchant RC, Domeier RM, Rathlev NK, O'Neil BJ, Sanchez LD, Bruce SE, Miller MW, Pietrzak RH, Joormann J, Barch DM, Pizzagalli DA, Sheridan JF, Luna B, Harte SE, Elliott JM, Koenen KC, Kessler RC, McLean SA, Ressler KJ, Jovanovic T. A prospective examination of sex differences in posttraumatic autonomic functioning. Neurobiology of Stress 2021 August 21; 15: p. 100384. DOI: 10.1016/j.ynstr.2021.100384. 
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Aendel MA, Chute CG, Bennett TD, Eichmann DA, Guinney J, Kibbe WA, Payne PRO, Pfaff ER, Robinson PN, Saltz JH, Spratt H, Suver C, Wilbanks J, Wilcox AB, Williams AE, Wu C, Blacketer C, Bradford RL, Cimino JJ, Clark M, Colmenares EW, Francis PA, Gabriel D, Graves A, Hemadri R, Hong SS, Hripscak G, Jiao D, Klann JG, Kostka K, Lee AM, Lehmann HP, Lingrey L, Miller RT, Morris M, Murphy SN, Natarajan K, Palchuk MB, Sheikh U, Solbrig H, Visweswaran S, Walden A, Walters KM, Weber GM, Zhang XT, Zhu RL, Amor B, Girvin AT, Manna A, Qureshi N, Kurilla MG, Michael SG, Portilla LM, Rutter JL, Austin CP, Gersing KR, N3C Consortium . The National COVID Cohort Collaborative (N3C): rationale, design, infrastructure, and deployment. Journal of the American Medical Informatics Association 2021 August; 28 (3): pp. 427-443. 
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Schierhout G, Praveen D, Patel B, Li Q, Mogulluru K, Ameer MA, Patel A, Clifford GD, Joshi R, Heritier S, Maulik P, Peiris D. Why do strategies to strengthen primary health care succeed in some places and fail in others? Exploring local variation in the effectiveness of a community health worker managed digital health intervention in rural India. BMJ Global Health 2021 July; 6 (Suppl 5): p. e005003. 
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McLean SA, Ressler K, Koenen KC, Neylan T, Germine L, Jovanovic T, Clifford GD, Zeng D, An X, Linnstaedt S, Beaudoin F, House S, Bollen KA, Musey P, Hendry P, Jones CW, Lewandowski C, Swor R, Datner E, Mohiuddin K, Stevens JS, Storrow A, Kurz MC, McGrath ME, Fermann GJ, Hudak LA, Gentile N, Chang AM, Peak DA, Pascual JL, Seamon MJ, Sergot P, Peacock WF, Diercks D, Sanchez LD, Rathlev N, Domeier R, Haran JP, Pearson C, Murty VP, Insel TR, Dagum P, Onnela J, Bruce SE, Gaynes BN, Joormann J, Miller MW, Pietrzak RH, Buysse DJ, Pizzagalli DA, Rauch SL, Harte SE, Young LJ, Barch DM, Lebois LA, Rooij SJ, Luna B, Smoller JW, Dougherty RF, Pace TW, Binder E, Sheridan JF, Elliott JM, Basu A, Fromer M, Parlikar T, Zaslavsky AM, Kessler R. Correction: The AURORA Study: a longitudinal, multimodal library of brain biology and function after traumatic stress exposure. Molecular Psychiatry 2021 July; 26 (7): p. 3658. 
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Nasiri S, Clifford GD. Boosting automated sleep staging performance in big datasets using population subgrouping. Sleep 2021 July 9; 44 (7): p. zsab027. 
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Kulkarni SS, Katebi N, Valderrama CE, Rohloff P, Clifford GD. CNN-based LCD transcription of blood pressure from a mobile phone camera. Frontiers in Artificial Intelligence 2021 May 21; 4: p. 543176. DOI: 10.3389/frai.2021.543176. 
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Kazemnejad A, Karimi S, Gordany P, Clifford GD, Sameni R. An open-access simultaneous electrocardiogram and phonocardiogram database. Physiological Measurement 2021 May 18. 
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Tabaie A, Orenstein EW, Nemati S, Basu RK, Kandaswamy S, Clifford GD, Kamaleswaran R. Predicting presumed serious infection among hospitalized children on central venous lines with machine learning. Computers in Biology and Medicine 2021 May; 132: p. 104289. DOI: 10.1016/j.compbiomed.2021.104289. 
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Beaudoin FL, Kessler R, Hwang I, Lee S, Sampson N, An X, Ressler K, Koenen K, McLean S, Group AS, Stevens J, Zeng D, Neylan T, Clifford G, Linnstaedt S, Rauch S, House S, Lewandowski C, Hendry P, Sheikh S, Jr PM, Storrow A, Haran J, Jones C, Punches B, Lyons M, Swor R, McGrath M, Mohiuddin K, Chang A, Peak D, Pearson C, Domeier R, Merchant R, Sanchez L, Rathlev N, Bruce S, Pietrzak R, Joormann J, Barch D, Pizzagalli D, Sheridan J, Harte S, Elliott J. Pain after a motor vehicle crash: The role of socio-demographics, crash characteristics and peri-traumatic stress symptoms. European Journal of Pain 2021 May; 25 (5): pp. 1119-1136. 
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Li Q, Li Q, Cakmak AS, Poian GD, Bliwise DL, Vaccarino V, Shah AJ, Clifford GD. Transfer learning from ECG to PPG for improved sleep staging from wrist-worn wearables. Physiological measurement 2021 May 13; 42 (4): p. 044004. 
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Salari M, Reyna M, Kramer MD, Taylor HA, Clifford GD. Food desert assessment: An analytical framework for comparing utility of metrics and indices; case study of key factors, concurrences, and divergences. SSRN Electronic Journal 2021 April 10; p. 19. DOI: 10.2139/ssrn.3823677. 
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    journal = "SSRN Electronic Journal",
    doi = "10.2139/ssrn.3823677",
    url = "https://drive.google.com/file/d/1CLdmeePRB-6Wc97P3LZD-9qP2Pxeh-MR/view?usp=sharing"
}
168
Neylan TC, Kessler RC, Ressler KJ, Clifford GD, Beaudoin FL, An X, Stevens JS, Zeng D, Linnstaedt SD, Germine LT, Sheikh S, Storrow AB, Punches BE, Mohiuddin K, Gentile NT, McGrath ME, Rooij SJV, Haran JP, Peak DA, Domeier RM, Pearson C, Sanchez LD, Rathlev NK, Peacock WF, Bruce SE, Joormann J, Barch DM, Pizzagalli DA, Sheridan JF, Harte SE, Elliott JM, Hwang I, Petukhova MV, Sampson NA, Koenen KC, McLean SA. Prior sleep problems and adverse post-traumatic neuropsychiatric sequelae of motor vehicle collision in the AURORA study. Sleep 2021 March 1; 44 (3): p. zsaa200. 
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    author = "Neylan, Thomas C and Kessler, Ronald C and Ressler, Kerry J and Clifford, Gari D and Beaudoin, Francesca L and An, Xinming and Stevens, Jennifer S and Zeng, Donglin and Linnstaedt, Sarah D and Germine, Laura T and Sheikh, Sophia and Storrow, Alan B and Punches, Brittany E and Mohiuddin, Kamran and Gentile, Nina T and McGrath, Meghan E and Rooij, Sanne JH Van and Haran, John P and Peak, David A and Domeier, Robert M and Pearson, Claire and Sanchez, Leon D and Rathlev, Niels K and Peacock, William F and Bruce, Steven E and Joormann, Jutta and Barch, Deanna M and Pizzagalli, Diego A and Sheridan, John F and Harte, Steven E and Elliott, James M and Hwang, Irving and Petukhova, Maria V and Sampson, Nancy A and Koenen, Karestan C and McLean, Samuel A",
    title = "Prior sleep problems and adverse post-traumatic neuropsychiatric sequelae of motor vehicle collision in the AURORA study",
    date = "2021-03-01",
    issue = "3",
    journal = "Sleep",
    url = "https://drive.google.com/file/d/1-YZahag\_3KzrRM78mg9L653D3760xao7/view?usp=sharing",
    pages = "zsaa200",
    volume = "44",
    note = "Publisher: Oxford University Press"
}
167
Wang X, Liu C, Li Y, Cheng X, Li J, Clifford GD. Temporal-Framing Adaptive Network for Heart Sound Segmentation Without Prior Knowledge of State Duration. IEEE Transactions on Biomedical Engineering 2021 February; 68 (2): pp. 650-663. 
@article{XingyaoWang_2020_07_20_Temporalframingadaptive,
    author = "Wang, Xingyao and Liu, Chengyu and Li, Yuwen and Cheng, Xianghong and Li, Jianqing and Clifford, Gari D",
    title = "Temporal-Framing Adaptive Network for Heart Sound Segmentation Without Prior Knowledge of State Duration",
    date = "2021-02",
    issue = "2",
    journal = "IEEE Transactions on Biomedical Engineering",
    url = "https://drive.google.com/file/d/1ADwKie4nfVbjxyegFgLyIVRR8WfcxCde/view?usp=sharing",
    pages = "650-663",
    volume = "68",
    note = "Publisher: IEEE"
}
166
Jiang Z, Harati S, Crowell A, Mayberg HS, Nemati S, Clifford GD. Classifying major depressive disorder and response to deep brain stimulation over time by analyzing facial expressions. IEEE Transactions on Biomedical Engineering 2021 February; 68 (2): pp. 664-672. 
@article{ZifanJiang_2020_07_20_Classifyingmajor,
    author = "Jiang, Zifan and Harati, Sahar and Crowell, Andrea and Mayberg, Helen S and Nemati, Shamim and Clifford, Gari D",
    title = "Classifying major depressive disorder and response to deep brain stimulation over time by analyzing facial expressions",
    date = "2021-02",
    issue = "2",
    journal = "IEEE Transactions on Biomedical Engineering",
    url = "https://drive.google.com/file/d/11x4XbQjfLHp2E\_NHyLG8xOEc5KIGSmqF/view?usp=sharing",
    pages = "664-672",
    volume = "68",
    note = "Publisher: IEEE"
}
165
Sadiq I, Perez-Alday EA, Shah AJ, Clifford GD. Breathing rate and heart rate as confounding factors in measuring T wave alternans and morphological variability in ECG. Physiological measurement 2021 February 6; 42 (1): p. 015002. 
@article{IsmailSadiq_2021_02_01_Breathingrate,
    author = "Sadiq, Ismail and Perez-Alday, Erick A and Shah, Amit J and Clifford, Gari D",
    title = "Breathing rate and heart rate as confounding factors in measuring T wave alternans and morphological variability in ECG",
    date = "2021-02-06",
    issue = "1",
    journal = "Physiological measurement",
    url = "https://drive.google.com/file/d/1CDwC2LFTWSMCw0iwC3q0NlZ3CueuujlV/view?usp=sharing",
    pages = "015002",
    volume = "42",
    note = "Publisher: IOP Publishing"
}
164
Cao Z, Li W, Chen Z, Wang F, Shang W. Free-drop simulation and analysis of Full-screen smartphone based on ABAQUS/CAE. Journal of Physics: Conference Series 2021 February 1; 1786 (1): p. 012015. 
@article{ZhongCao_2021_02_01_Freedropsimulation,
    author = "Cao, Zhong and Li, Weijie and Chen, Zhuo and Wang, Feng and Shang, Wenli",
    title = "Free-drop simulation and analysis of Full-screen smartphone based on ABAQUS/CAE",
    date = "2021-02-01",
    issue = "1",
    journal = "Journal of Physics: Conference Series",
    url = "https://iopscience.iop.org/article/10.1088/1742-6596/1786/1/012015/meta",
    pages = "012015",
    volume = "1786",
    note = "Publisher: IOP Publishing"
}
163
Cakmak AS, Alday EAP, Poian GD, Rad AB, Metzler TJ, Neylan TC, House SL, Beaudoin FL, An X, Stevens JS, Zeng D, Linnstaedt SD, Jovanovic T, Germine LT, Bollen KA, Rauch SL, Lewandowski CA, Hendry PL, Sheikh S, Storrow AB, Musey PI, Haran JP, Jones CW, Punches BE, Swor RA, Gentile NT, McGrath ME, Seamon MJ, Mohiuddin K, Chang AM, Pearson C, Domeier RM, Bruce SE, O'Neil BJ, Rathlev NK, Sanchez LD, Pietrzak RH, Joormann J, Barch DM, Pizzagalli DA, Harte SE, Elliott JM, Kessler RC, Koenen KC, Ressler KJ, Mclean SA, Li Q, Clifford GD. Classification and prediction of post-trauma outcomes related to PTSD using circadian rhythm changes measured via wrist-worn research watch in a large longitudinal cohort. IEEE Journal of Biomedical and Health Informatics 2021 January 22; 25 (8): pp. 2866-2876. 
@article{AyseSCakmak_2021_01_22_Classificationand,
    author = "Cakmak, Ayse S and Alday, Erick A Perez and Poian, Giulia Da and Rad, Ali Bahrami and Metzler, Thomas J and Neylan, Thomas C and House, Stacey L and Beaudoin, Francesca L and An, Xinming and Stevens, Jennifer S and Zeng, Donglin and Linnstaedt, Sarah D and Jovanovic, Tanja and Germine, Laura T and Bollen, Kenneth A and Rauch, Scott L and Lewandowski, Christopher A and Hendry, Phyllis L and Sheikh, Sophia and Storrow, Alan B and Musey, Paul I and Haran, John P and Jones, Christopher W and Punches, Brittany E and Swor, Robert A and Gentile, Nina T and McGrath, Meghan E and Seamon, Mark J and Mohiuddin, Kamran and Chang, Anna M and Pearson, Claire and Domeier, Robert M and Bruce, Steven E and O'Neil, Brian J and Rathlev, Niels K and Sanchez, Leon D and Pietrzak, Robert H and Joormann, Jutta and Barch, Deanna M and Pizzagalli, Diego A and Harte, Steven E and Elliott, James M and Kessler, Ronald C and Koenen, Karestan C and Ressler, Kerry J and Mclean, Samuel A and Li, Qiao and Clifford, Gari D",
    title = "Classification and prediction of post-trauma outcomes related to PTSD using circadian rhythm changes measured via wrist-worn research watch in a large longitudinal cohort",
    date = "2021-01-22",
    issue = "8",
    pages = "2866-2876",
    journal = "IEEE Journal of Biomedical and Health Informatics",
    url = "https://drive.google.com/file/d/1AbFEUIVUiDY36uBe-aags22AZnz8kFh8/view?usp=sharing",
    volume = "25",
    note = "Publisher: IEEE"
}
162
Harnett NG, Rooij SJ, Ely TD, Lebois LA, Murty VP, Jovanovic T, Hill SB, Dumornay NM, Merker JB, Bruce SE, House SL, Beaudoin FL, An X, Zeng D, Neylan TC, Clifford GD, Linnstaedt SD, Germine LT, Bollen KA, Rauch SL, Lewandowski C, Hendry PL, Sheikh S, Storrow AB, Jr PIM, Haran JP, Jones CW, Punches BE, Swor RA, McGrath ME, Pascual JL, Seamon MJ, Mohiuddin K, Chang AM, Pearson C, Peak DA, Domeier RM, Rathlev NK, Sanchez LD, Pietrzak RH, Joormann J, Barch DM, Pizzagalli DA, Sheridan JF, Harte SE, Elliott JM, Kessler RC, Koenen KC, Mclean S, Ressler KJ, Stevens JS. Prognostic neuroimaging biomarkers of trauma-related psychopathology: resting-state fMRI shortly after trauma predicts future PTSD and depression symptoms in the AURORA study. Neuropsychopharmacology 2021 January 21; 46 (7): pp. 1263-1271. 
@article{NathanielGHarnett_2021_06_Prognosticneuroimaging,
    author = "Harnett, Nathaniel G and van Rooij, Sanne JH and Ely, Timothy D and Lebois, Lauren AM and Murty, Vishnu P and Jovanovic, Tanja and Hill, Sarah B and Dumornay, Nathalie M and Merker, Julia B and Bruce, Steve E and House, Stacey L and Beaudoin, Francesca L and An, Xinming and Zeng, Donglin and Neylan, Thomas C and Clifford, Gari D and Linnstaedt, Sarah D and Germine, Laura T and Bollen, Kenneth A and Rauch, Scott L and Lewandowski, Christopher and Hendry, Phyllis L and Sheikh, Sophia and Storrow, Alan B and Jr, Paul I Musey and Haran, John P and Jones, Christopher W and Punches, Brittany E and Swor, Robert A and McGrath, Meghan E and Pascual, Jose L and Seamon, Mark J and Mohiuddin, Kamran and Chang, Anna M and Pearson, Claire and Peak, David A and Domeier, Robert M and Rathlev, Niels K and Sanchez, Leon D and Pietrzak, Robert H and Joormann, Jutta and Barch, Deanna M and Pizzagalli, Diego A and Sheridan, John F and Harte, Steven E and Elliott, James M and Kessler, Ronald C and Koenen, Karestan C and Mclean, Samuel and Ressler, Kerry J and Stevens, Jennifer S",
    title = "Prognostic neuroimaging biomarkers of trauma-related psychopathology: resting-state fMRI shortly after trauma predicts future PTSD and depression symptoms in the AURORA study",
    date = "2021-01-21",
    issue = "7",
    journal = "Neuropsychopharmacology",
    url = "https://drive.google.com/file/d/1VDS900q1HwfC\_1YzeAc5JobQNr2DGOTP/view?usp=sharing",
    pages = "1263-1271",
    volume = "46",
    note = "Publisher: Springer International Publishing"
}
161
Haque RU, Pongos AL, Manzanares CM, Lah JJ, Levey AI, Clifford GD. Deep convolutional neural networks and transfer learning for measuring cognitive impairment using eye-tracking in a distributed tablet-based environment. IEEE Transactions on Biomedical Engineering 2021 January; 68 (1): pp. 11-18. 
@article{RafiUHaque_2020_04_27_Deepconvolutional,
    author = "Haque, Rafi U and Pongos, Alvince L and Manzanares, Cecelia M and Lah, James J and Levey, Allan I and Clifford, Gari D",
    title = "Deep convolutional neural networks and transfer learning for measuring cognitive impairment using eye-tracking in a distributed tablet-based environment",
    date = "2021-01",
    issue = "1",
    journal = "IEEE Transactions on Biomedical Engineering",
    url = "https://drive.google.com/file/d/1kV0ynI48GYmQv84Yh\_j9AMCdPg6yzmEZ/view?usp=sharing",
    pages = "11-18",
    volume = "68",
    note = "Publisher: IEEE"
}
160
Alday EAP, Gu A, Shah AJ, Robichaux C, Wong AI, Liu C, Liu F, Rad AB, Elola A, Seyedi S, Li Q, Sharma A, Clifford GD, Reyna MA. Classification of 12-lead ecgs: the physionet/computing in cardiology challenge 2020. Physiological Measurement 2020 December 29; 41 (12): p. 124003. 
@article{ErickAPerezAlday_2020_12_29_Classificationof,
    author = "Alday, Erick A Perez and Gu, Annie and Shah, Amit J and Robichaux, Chad and Wong, An-Kwok Ian and Liu, Chengyu and Liu, Feifei and Rad, Ali Bahrami and Elola, Andoni and Seyedi, Salman and Li, Qiao and Sharma, Ashish and Clifford, Gari D and Reyna, Matthew A",
    title = "Classification of 12-lead ecgs: the physionet/computing in cardiology challenge 2020",
    date = "2020-12-29",
    issue = "12",
    journal = "Physiological Measurement",
    url = "https://drive.google.com/file/d/1OQz5Pq9C7ooiwPmmRtrTN-iTLKLvfzz2/view?usp=sharing",
    pages = "124003",
    volume = "41",
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}
159
Valderrama CE, Katebi N, Marzbanrad F, Rohloff P, Clifford GD. A review of fetal cardiac monitoring, with a focus on low-and middle-income countries. Physiological Measurement 2020 December 7; 41 (11): p. 11TR01. 
@article{CamiloEValderrama_2020_12_07_Areview,
    author = "Valderrama, Camilo E and Katebi, Nasim and Marzbanrad, Faezeh and Rohloff, Peter and Clifford, Gari D",
    title = "A review of fetal cardiac monitoring, with a focus on low-and middle-income countries",
    journal = "Physiological Measurement",
    date = "2020-12-07",
    issue = "11",
    url = "https://drive.google.com/file/d/1smsdNuIhuQZzZxei2HPq3tLBzAb3K56a/view?usp=sharing",
    pages = "11TR01",
    volume = "41",
    note = "Publisher: IOP Publishing"
}
158
Alday EAP, Gu A, Shah AJ, Robichaux C, Wong AI, Liu C, Liu F, Rad AB, Elola A, Seyedi S, Li Q, Sharma A, Clifford GD, Reyna MA. Classification of 12-lead ECGs: the physionet/computing in cardiology challenge 2020. Physiological measurement 2020 December 1; 41 (12). 
@article{ErickAPerezAlday_2020_12_01_Classificationof,
    author = "Alday, Erick A Perez and Gu, Annie and Shah, Amit J and Robichaux, Chad and Wong, An-Kwok Ian and Liu, Chengyu and Liu, Feifei and Rad, Ali Bahrami and Elola, Andoni and Seyedi, Salman and Li, Qiao and Sharma, Ashish and Clifford, Gari D and Reyna, Matthew A",
    title = "Classification of 12-lead ECGs: the physionet/computing in cardiology challenge 2020",
    date = "2020-12-01",
    issue = "12",
    journal = "Physiological measurement",
    url = "https://scholar.google.com/scholar?cluster=1461011954710633058\&hl=en\&oi=scholarr",
    volume = "41",
    note = "Publisher: IOP Publishing Ltd"
}
157
Behar JA, Liu C, Zigel Y, Laguna P, Clifford GD. Editorial on Remote Health Monitoring: from chronic diseases to pandemics. Physiological Measurement 2020 November 10; 41 (10): p. 100401. 
@article{JoachimABehar_2020_11_10_Editorialon,
    author = "Behar, Joachim A and Liu, Chengyu and Zigel, Yaniv and Laguna, Pablo and Clifford, Gari D",
    title = "Editorial on Remote Health Monitoring: from chronic diseases to pandemics",
    date = "2020-11-10",
    issue = "10",
    journal = "Physiological Measurement",
    url = "https://drive.google.com/file/d/1M5\_14CrGVdbsqGb9AJoeESjFWGDOPAda/view?usp=sharing",
    pages = "100401",
    volume = "41",
    note = "Publisher: IOP Publishing"
}
156
Behar JA, Liu C, Kotzen K, Tsutsui K, Corino VD, Singh J, Pimentel MA, Warrick P, Zaunseder S, Andreotti F, Sebag D, Kopanitsa G, McSharry PE, Karlen W, Karmakar C, Clifford GD. Remote health diagnosis and monitoring in the time of COVID-19. Physiology Measurement 2020 November 2; 41 (10): p. 10TR01. 
@article{JoachimABehar_2020_11_02_Remotehealth,
    author = "Behar, Joachim A and Liu, Chengyu and Kotzen, Kevin and Tsutsui, Kenta and Corino, Valentina DA and Singh, Janmajay and Pimentel, Marco AF and Warrick, Philip and Zaunseder, Sebastian and Andreotti, Fernando and Sebag, David and Kopanitsa, Georgy and McSharry, Patrick E and Karlen, Walter and Karmakar, Chandan and Clifford, Gari D",
    title = "Remote health diagnosis and monitoring in the time of COVID-19",
    journal = "Physiology Measurement",
    date = "2020-11-02",
    issue = "10",
    url = "https://drive.google.com/file/d/1zzbul49hy4JhuyyZ5OPnili4JJzwKoRY/view?usp=sharing",
    pages = "10TR01",
    volume = "41",
    note = "Publisher: IOP Publishing"
}
155
Katebi N, Marzbanrad F, Stroux L, Valderrama CE, Clifford GD. Unsupervised hidden semi-Markov model for automatic beat onset detection in 1D Doppler ultrasound. Physiological Measurement 2020 September 18; 41 (8): p. 085007. 
@article{NasimKatebi_2020_09_04_Unsupervisedhidden,
    author = "Katebi, Nasim and Marzbanrad, Faezeh and Stroux, Lisa and Valderrama, Camilo E and Clifford, Gari D",
    title = "Unsupervised hidden semi-Markov model for automatic beat onset detection in 1D Doppler ultrasound",
    date = "2020-09-18",
    issue = "8",
    journal = "Physiological Measurement",
    url = "https://drive.google.com/file/d/1Z2asdTicSiu5FyJoYPh1WJ3q7NHmMdk5/view?usp=sharing",
    pages = "085007",
    volume = "41",
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}
154
Baumgartner C, Deserno T, Mavrogiorgou A, Kiourtis A, Perakis K, Pitsios S, Kyriazis D, Suresh A, Udendhran R, Balamurgan M, Varatharajan R, Eby P, Gibofsky A, Thiele R, Ooijen P, Nagaraj Y, Olthof A, Chandrasekaran B, Gangadhar S, Conrad J, Chandra B, Sastry C, Jana S, Yuan Y, Jia K, Zhu T, Pimentel M, Clifford GD, Clifton D, Campanella G, Hanna M, Geneslaw L, Miraflor A, Werneck KSV, Busam K, Armanious K, Jiang C, Fischer M, Küstner T, Hepp T, Nikolaou K, Yildirim O, Baloglu U, Tan R, Ciaccio E, Acharya U, Vos B, Berendsen F, Viergever M, Sokooti H, Staring M, Išgum I, Larson D, Magnus D, Lungren M, Shah N, Langlotz C, Reyes M, Meier R, Pereira S, Silva C, Dahlweid F, Tengg-Kobligk H, Char D, Shah N, Magnus D, Kohli M, Geis R, Kahn C, Geis J, Brady A, Wu C, Spencer J, Ranschaert E, Jaremko J, Safdar N, Banja J, Meltzer C, Li L, Qin L, Xu Z, Yin Y, Wang X, Kong B, Yasaka T, Lehrich B, Sahyouni R, Wynants L, Calster BV, Bonten M, Collins G, Debray T, Vos MD, Viner R, Whittaker E. Notable papers and trends from 2019 in sensors, signals, and imaging informatics. IMIA Yearbook Medical Informatics 2020 August 21; 29 (01): pp. 139-144. 
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    author = {Baumgartner, Christian and Deserno, Thomas and Mavrogiorgou, A and Kiourtis, A and Perakis, K and Pitsios, S and Kyriazis, D and Suresh, A and Udendhran, R and Balamurgan, M and Varatharajan, R and Eby, P and Gibofsky, A and Thiele, R and van Ooijen, P and Nagaraj, Y and Olthof, A and Chandrasekaran, B and Gangadhar, S and Conrad, J and Chandra, B and Sastry, C and Jana, S and Yuan, Y and Jia, K and Zhu, T and Pimentel, M and Clifford, G D and Clifton, D and Campanella, G and Hanna, M and Geneslaw, L and Miraflor, A and Werneck, Krauss Silva V and Busam, K and Armanious, K and Jiang, C and Fischer, M and K{\"u}stner, T and Hepp, T and Nikolaou, K and Yildirim, O and Baloglu, U and Tan, R and Ciaccio, E and Acharya, U and de Vos, B and Berendsen, F and Viergever, M and Sokooti, H and Staring, M and I{\v{s}}gum, I and Larson, D and Magnus, D and Lungren, M and Shah, N and Langlotz, C and Reyes, M and Meier, R and Pereira, S and Silva, C and Dahlweid, F and von Tengg-Kobligk, H and Char, D and Shah, N and Magnus, D and Kohli, M and Geis, R and Kahn, C and Geis, J and Brady, A and Wu, C and Spencer, J and Ranschaert, E and Jaremko, J and Safdar, N and Banja, J and Meltzer, C and Li, L and Qin, L and Xu, Z and Yin, Y and Wang, X and Kong, B and Yasaka, T and Lehrich, B and Sahyouni, R and Wynants, L and Calster, B Van and Bonten, M and Collins, G and Debray, T and Vos, M De and Viner, R and Whittaker, E},
    title = "Notable papers and trends from 2019 in sensors, signals, and imaging informatics",
    journal = "IMIA Yearbook Medical Informatics",
    date = "2020-08-21",
    issue = "01",
    url = "https://drive.google.com/file/d/1K3uajIDgMJ0WKd285iHi9qiLdmUpHJVB/view?usp=sharing",
    pages = "139-144",
    volume = "29",
    note = "Publisher: Georg Thieme Verlag KG"
}
153
Cakmak AS, Poian GD, Willats A, Haffar A, Abdulbaki R, Ko Y, Shah AJ, Vaccarino V, Bliwise DL, Rozell C, Clifford GD. An unbiased, efficient sleep-wake detection algorithm for a population with sleep disorders: change point decoder. Sleep 2020 August 12; 43 (8): p. zsaa011. 
@article{AyseSCakmak_2020_08_Anunbiased,
    author = "Cakmak, Ayse S and Poian, Giulia Da and Willats, Adam and Haffar, Ammer and Abdulbaki, Rami and Ko, Yi-An and Shah, Amit J and Vaccarino, Viola and Bliwise, Donald L and Rozell, Christopher and Clifford, Gari D",
    title = "An unbiased, efficient sleep-wake detection algorithm for a population with sleep disorders: change point decoder",
    date = "2020-08-12",
    issue = "8",
    journal = "Sleep",
    url = "https://drive.google.com/file/d/1V4PaDliqxwL\_iDV\_M\_zizr0J-9f2Xl72/view?usp=sharing",
    pages = "zsaa011",
    volume = "43",
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}
152
Sheikh SA, Shah A, Levantsevych O, Soudan M, Alkhalaf J, Rad AB, Inan OT, Clifford GD. An open-source automated algorithm for removal of noisy beats for accurate impedance cardiogram analysis. Physiological Measurement 2020 August 11; 41 (7): p. 075002. 
@article{ShafaatAliSheikh_2020_08_03_Anopensource,
    author = "Sheikh, Shafa-at Ali and Shah, Amit and Levantsevych, Oleksiy and Soudan, Majd and Alkhalaf, Jamil and Rad, Ali Bahrami and Inan, Omer T and Clifford, Gari D",
    title = "An open-source automated algorithm for removal of noisy beats for accurate impedance cardiogram analysis",
    date = "2020-08-11",
    issue = "7",
    journal = "Physiological Measurement",
    url = "https://drive.google.com/file/d/1NKTsycDKvhH55p\_DXGUF3nqa-NZ43Zu7/view?usp=sharing",
    pages = "075002",
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}
151
Valderrama CE, Marzbanrad F, Hall-Clifford R, Rohloff P, Clifford GD. A proxy for detecting IUGR based on gestational age estimation in a Guatemalan rural population. Frontiers in Artificial Intelligence 2020 August 7; 3: p. 56. DOI: 10.3389/frai.2020.00056. 
@article{CamiloEValderrama_2020_08_07_Aproxy,
    author = "Valderrama, Camilo E and Marzbanrad, Faezeh and Hall-Clifford, Rachel and Rohloff, Peter and Clifford, Gari D",
    title = "A proxy for detecting IUGR based on gestational age estimation in a Guatemalan rural population",
    date = "2020-08-07",
    journal = "Frontiers in Artificial Intelligence",
    url = "https://drive.google.com/file/d/1KWgqpP\_7kAGBJgcVLNrdyDJS8g7MTbG\_/view?usp=sharing",
    pages = "56",
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    doi = "10.3389/frai.2020.00056",
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}
150
Taylor HA, Francis S, Evans CR, Harvey M, Newton BA, Jones CP, Akintobi TH, Clifford GD. Preventing cardiovascular disease among urban African Americans with a mobile health app (the MOYO App): protocol for a usability study. JMIR Research Protocols 2020 July 9; 9 (7): p. e16699. 
@article{HermanATaylorJr_2020_07_09_PreventingCardiovascular,
    author = "Taylor, Herman A and Francis, Sherilyn and Evans, Chad Ray and Harvey, Marques and Newton, Brittney A and Jones, Camara P and Akintobi, Tabia H and Clifford, Gari D",
    title = "Preventing cardiovascular disease among urban African Americans with a mobile health app (the MOYO App): protocol for a usability study",
    date = "2020-07-09",
    issue = "7",
    journal = "JMIR Research Protocols",
    url = "https://drive.google.com/file/d/1ErkIJuO\_6HHM9Ne9oVmaP24u\_DJ\_pc8W/view?usp=sharing",
    pages = "e16699",
    volume = "9",
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}
149
Sorensen MW, Sadiq I, Clifford GD, Maher KO, Oster ME. Using pulse oximetry waveforms to detect coarctation of the aorta. Biomedical Engineering Online 2020 May 14; 19 (1): p. 31. 
@article{MatthewWSorensen_2020_12_Usingpulse,
    author = "Sorensen, Matthew W and Sadiq, Ismail and Clifford, Gari D and Maher, Kevin O and Oster, Matthew E",
    title = "Using pulse oximetry waveforms to detect coarctation of the aorta",
    date = "2020-05-14",
    journal = "Biomedical Engineering Online",
    url = "https://drive.google.com/file/d/1xM8ecZqwubFYo-x\_HeYZtgxDqppQbjyv/view?usp=sharing",
    pages = "31",
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}
148
Exarchos I, Rogers AA, Aiani LM, Gross RE, Clifford GD, Pedersen NP, Willie JT. Supervised and unsupervised machine learning for automated scoring of sleep-wake and cataplexy in a mouse model of narcolepsy. Sleep 2020 May 12; 43 (5): p. zsz272. 
@article{IoannisExarchos_2020_05_Supervisedand,
    author = "Exarchos, Ioannis and Rogers, Anna A and Aiani, Lauren M and Gross, Robert E and Clifford, Gari D and Pedersen, Nigel P and Willie, Jon T",
    title = "Supervised and unsupervised machine learning for automated scoring of sleep-wake and cataplexy in a mouse model of narcolepsy",
    date = "2020-05-12",
    issue = "5",
    journal = "Sleep",
    url = "https://drive.google.com/file/d/1uFBWyG8ZnFGogbmm5r6TZbU02rD9bWze/view?usp=sharing",
    pages = "zsz272",
    volume = "43",
    note = "Publisher: Oxford University Press"
}
147
Shah AJ, Isakadze N, Levantsevych O, Vest A, Clifford GD, Nemati S. Detecting heart failure using wearables: a pilot study. Physiological Measurement 2020 May 4; 41 (4): p. 044001. 
@article{AmitJShah_2020_04_28_Detectingheart,
    author = "Shah, Amit J and Isakadze, Nino and Levantsevych, Oleksiy and Vest, Adriana and Clifford, Gari D and Nemati, Shamim",
    title = "Detecting heart failure using wearables: a pilot study",
    date = "2020-05-04",
    issue = "4",
    journal = "Physiological Measurement",
    url = "https://drive.google.com/file/d/1bQq85P-Sk8hZ73s0jrVMY1mkhhjPERLU/view?usp=sharing",
    pages = "044001",
    volume = "41",
    note = "Publisher: IOP Publishing"
}
146
Vidrine R, Zackoff M, Paff Z, Seger B, Pfeiffer S, Hagedorn P, Stalets E, Despond O, Proulx F, Carcillo J, Lacroix J, DuPont H, Spink W, Hartman M, Linde-Zwirble W, Angus D, Watson R, Carlton E, Barbaro R, Iwashyna T, Prescott H, Han Y, Carcillo J, Dragotta M, Carcillo J, Kuch B, Han Y, Oliveira C, Sá FN, Oliveira D, Davis A, Carcillo J, Aneja R, Cruz A, Perry A, Williams E, Graf J, Wuestner E, Patel B, Larsen G, Mecham N, Greenberg R, Paul R, Melendez E, Stack A, Capraro A, Monuteaux M, Neuman M, Lane R, Funai T, Reeder R, Larsen G, Lloyd J, Ahrens E, Clark D, Dachenhaus T, Nuss K, Westra B, Landman S, Yadav P, Steinbach M, Semler M, Weavind L, Hooper M, Sawyer A, Deal E, Labelle A, Warttig S, Alderson P, Evans D, Lewis S, Kourbeti I, Smith A, Despins L, Kamaleswaran R, Akbilgic O, Hallman M, West A, Davis R, Shah S, Nemati S, Holder A, Razmi F, Stanley M, Clifford GD, Buchman T, Schlapbach L, MacLaren G, Festa M, Rolnick J, Downing N, Shepard J, Weiss S, Fitzgerald J, Pappachan J, Goldstein B, Giroir B, Randolph A, Romero-Brufau S, Huddleston J, Escobar G, Liebow M, Balamuth F, Alpern E, Grundmeier R, Balamuth F, Alpern E, Abbadessa M, Cruz A, Williams E, Graf J, Gyang E, Shieh L, Forsey L, Maggio P, Wright A, Phansalkar S, Bloomrosen M, Bates D, Kuperman G, Wang S, Ruth A, McCracken C, Fortenberry J, Hall M, Simon H, Hebbar K, Dewan M, Sanchez-Pinto L. Design, implementation, and validation of a pediatric ICU sepsis prediction tool as clinical decision support. Applied Clinical Informatics 2020 March 25; 11 (02): pp. 218-225. 
@article{RheaVidrine_2020_03_25_Designimplementation,
    author = "Vidrine, Rhea and Zackoff, Matthew and Paff, Zachary and Seger, Brandy and Pfeiffer, Stephen and Hagedorn, Philip and Stalets, Erika and Despond, O and Proulx, F and Carcillo, J and Lacroix, J and DuPont, H and Spink, W and Hartman, M and Linde-Zwirble, W and Angus, D and Watson, R and Carlton, E and Barbaro, R and Iwashyna, T and Prescott, H and Han, Y and Carcillo, J and Dragotta, M and Carcillo, J and Kuch, B and Han, Y and Oliveira, C and de S{\'a}, F Nogueira and Oliveira, D and Davis, A and Carcillo, J and Aneja, R and Cruz, A and Perry, A and Williams, E and Graf, J and Wuestner, E and Patel, B and Larsen, G and Mecham, N and Greenberg, R and Paul, R and Melendez, E and Stack, A and Capraro, A and Monuteaux, M and Neuman, M and Lane, R and Funai, T and Reeder, R and Larsen, G and Lloyd, J and Ahrens, E and Clark, D and Dachenhaus, T and Nuss, K and Westra, B and Landman, S and Yadav, P and Steinbach, M and Semler, M and Weavind, L and Hooper, M and Sawyer, A and Deal, E and Labelle, A and Warttig, S and Alderson, P and Evans, D and Lewis, S and Kourbeti, I and Smith, A and Despins, L and Kamaleswaran, R and Akbilgic, O and Hallman, M and West, A and Davis, R and Shah, S and Nemati, S and Holder, A and Razmi, F and Stanley, M and Clifford, G D and Buchman, T and Schlapbach, L and MacLaren, G and Festa, M and Rolnick, J and Downing, N and Shepard, J and Weiss, S and Fitzgerald, J and Pappachan, J and Goldstein, B and Giroir, B and Randolph, A and Romero-Brufau, S and Huddleston, J and Escobar, G and Liebow, M and Balamuth, F and Alpern, E and Grundmeier, R and Balamuth, F and Alpern, E and Abbadessa, M and Cruz, A and Williams, E and Graf, J and Gyang, E and Shieh, L and Forsey, L and Maggio, P and Wright, A and Phansalkar, S and Bloomrosen, M and Bates, D and Kuperman, G and Wang, S and Ruth, A and McCracken, C and Fortenberry, J and Hall, M and Simon, H and Hebbar, K and Dewan, M and Sanchez-Pinto, L",
    title = "Design, implementation, and validation of a pediatric ICU sepsis prediction tool as clinical decision support",
    date = "2020-03-25",
    issue = "02",
    journal = "Applied Clinical Informatics",
    url = "https://drive.google.com/file/d/1knDGd2JlV6kfY6M5DEwZWGfodU2leb5T/view?usp=sharing",
    pages = "218-225",
    volume = "11",
    note = "Publisher: Georg Thieme Verlag KG"
}
145
Valderrama CE, Marzbanrad F, Juarez M, Hall-Clifford R, Rohloff P, Clifford GD. Estimating birth weight from observed postnatal weights in a Guatemalan highland community. Physiological Measurement 2020 March 6; 41 (2): p. 025008. 
@article{CamiloEValderrama_2020_03_05_Estimatingbirth,
    author = "Valderrama, Camilo E and Marzbanrad, Faezeh and Juarez, Michel and Hall-Clifford, Rachel and Rohloff, Peter and Clifford, Gari D",
    title = "Estimating birth weight from observed postnatal weights in a Guatemalan highland community",
    date = "2020-03-06",
    issue = "2",
    journal = "Physiological Measurement",
    url = "https://drive.google.com/file/d/1zfxbwGXLDSdBa0PoAp01hjFFLCfDnOzH/view?usp=sharing",
    pages = "025008",
    volume = "41",
    note = "Publisher: IOP Publishing"
}
144
Siegel BI, Cakmak A, Reinertsen E, Benoit M, Figueroa J, Clifford GD, Phan HC. Use of a wearable device to assess sleep and motor function in Duchenne muscular dystrophy. Muscle & Nerve 2020 February; 61 (2): pp. 198-204. 
@article{BenjaminISiegel_2020_02_Useof,
    author = "Siegel, Benjamin I and Cakmak, Ayse and Reinertsen, Erik and Benoit, Macarthur and Figueroa, Janet and Clifford, Gari D and Phan, Han C",
    title = "Use of a wearable device to assess sleep and motor function in Duchenne muscular dystrophy",
    date = "2020-02",
    issue = "2",
    journal = "Muscle {\\&} Nerve",
    url = "https://drive.google.com/file/d/1KgQjkzVsByvS7Xca-v8nKYngh2IeEA7J/view?usp=sharing",
    pages = "198-204",
    volume = "61",
    note = "Publisher: John Wiley {\\&} Sons, Inc."
}
143
Reyna MA, Josef CS, Jeter R, Shashikumar SP, Westover B, Nemati S, Clifford GD, Sharma A. Early prediction of sepsis from clinical data: the PhysioNet/Computing in Cardiology Challenge 2019. Critical Care Medicine 2020 February; 48 (2): pp. 210-217. 
@article{MatthewAReyna_2020_02_EarlyPrediction,
    author = "Reyna, Matthew A. and Josef, Christopher S. and Jeter, Russell and Shashikumar, Supreeth P. and Westover, Brandon and Nemati, Shamim and Clifford, Gari D. and Sharma, Ashish",
    title = "Early prediction of sepsis from clinical data: the PhysioNet/Computing in Cardiology Challenge 2019",
    date = "2020-02",
    issue = "2",
    journal = "Critical Care Medicine",
    url = "https://drive.google.com/file/d/1mBOTwX3GBANSGtb4Y\_XtkQmwhgz1inhq/view?usp=sharing",
    pages = "210-217",
    volume = "48",
    note = "Publisher: LWW"
}
142
McLean SA, Ressler K, Koenen KC, Neylan T, Germine L, Jovanovic T, Clifford GD, Zeng D, An X, Linnstaedt S, Beaudoin F, House S, Bollen KA, Musey P, Hendry P, Jones CW, Lewandowski C, Swor R, Datner E, Mohiuddin K, Stevens JS, Storrow A, Kurz MC, McGrath ME, Fermann GJ, Hudak LA, Gentile N, Chang AM, Peak DA, Pascual JL, Seamon MJ, Sergot P, Peacock WF, Diercks D, Sanchez LD, Rathlev N, Domeier R, Haran JP, Pearson C, Murty VP, Insel TR, Dagum P, Onnela J, Bruce SE, Gaynes BN, Joormann J, Miller MW, Pietrzak RH, Buysse DJ, Pizzagalli DA, Rauch SL, Harte SE, Young LJ, Barch DM, Lebois LA, Rooij SJ. The AURORA Study: a longitudinal, multimodal library of brain biology and function after traumatic stress exposure. Molecular Psychiatry 2020 February; 25 (2): pp. 283-296. 
@article{SamuelAMcLean_2020_02_TheAURORA,
    author = "McLean, Samuel A and Ressler, Kerry and Koenen, Karestan Chase and Neylan, Thomas and Germine, Laura and Jovanovic, Tanja and Clifford, Gari D and Zeng, Donglin and An, Xinming and Linnstaedt, Sarah and Beaudoin, Francesca and House, Stacey and Bollen, Kenneth A and Musey, Paul and Hendry, Phyllis and Jones, Christopher W and Lewandowski, Christopher and Swor, Robert and Datner, Elizabeth and Mohiuddin, Kamran and Stevens, Jennifer S and Storrow, Alan and Kurz, Michael Christopher and McGrath, Meghan E and Fermann, Gregory J and Hudak, Lauren A and Gentile, Nina and Chang, Anna Marie and Peak, David A and Pascual, Jose L and Seamon, Mark J and Sergot, Paulina and Peacock, W Frank and Diercks, Deborah and Sanchez, Leon D and Rathlev, Niels and Domeier, Robert and Haran, John Patrick and Pearson, Claire and Murty, Vishnu P and Insel, Thomas R and Dagum, Paul and Onnela, Jukka-Pekka and Bruce, Steven E and Gaynes, Bradley N and Joormann, Jutta and Miller, Mark W and Pietrzak, Robert H and Buysse, Daniel J and Pizzagalli, Diego A and Rauch, Scott L and Harte, Steven E and Young, Larry J and Barch, Deanna M and Lebois, Lauren AM and van Rooij, Sanne JH",
    title = "The AURORA Study: a longitudinal, multimodal library of brain biology and function after traumatic stress exposure",
    journal = "Molecular Psychiatry",
    date = "2020-02",
    issue = "2",
    url = "https://drive.google.com/file/d/16SLsNya-URAU1V75Qhph2t\_Frr3Th\_gm/view?usp=sharing",
    pages = "283-296",
    volume = "25",
    note = "Publisher: Nature Publishing Group"
}
141
Ahmad F, Abbasi A, Li J, Dobolyi DG, Netemeyer RG, Clifford GD, Chen H. A deep learning architecture for psychometric natural language processing. ACM Transactions on Information Systems (TOIS) 2020 February 5; 38 (1): pp. 1-29. 
@article{FaizanAhmad_2020_02_05_Adeep,
    author = "Ahmad, Faizan and Abbasi, Ahmed and Li, Jingjing and Dobolyi, David G and Netemeyer, Richard G and Clifford, Gari D and Chen, Hsinchun",
    title = "A deep learning architecture for psychometric natural language processing",
    date = "2020-02-05",
    issue = "1",
    journal = "ACM Transactions on Information Systems (TOIS)",
    url = "https://drive.google.com/file/d/1epX9aE2up-bNbb-5zrxyQnxziuzcE4cA/view?usp=sharing",
    pages = "1-29",
    volume = "38",
    note = "Publisher: ACM"
}
140
Juarez M, Juarez Y, Coyote E, Nguyen T, Shaw C, Hall-Clifford R, Clifford GD, Rohloff P. Working with lay midwives to improve the detection of neonatal complications in rural Guatemala. BMJ Open Quality 2020 January 23; 9 (1): p. e000775. 
@article{MichelJuarez_2020_01_01_Workingwith,
    author = "Juarez, Michel and Juarez, Yolanda and Coyote, Enma and Nguyen, Tony and Shaw, Corey and Hall-Clifford, Rachel and Clifford, Gari D and Rohloff, Peter",
    title = "Working with lay midwives to improve the detection of neonatal complications in rural Guatemala",
    date = "2020-01-23",
    issue = "1",
    journal = "BMJ Open Quality",
    url = "https://drive.google.com/file/d/15dkwvTlLUoFhYAufTFF4fnEfWH4Mrvs2/view?usp=sharing",
    volume = "9",
    pages = "e000775",
    note = "Publisher: British Medical Journal Publishing Group"
}
139
Juarez M, Martinez B, Hall-Clifford R, Clifford GD, Rohloff P. Investigating barriers and facilitators to facility-level births in rural Guatemala. International Journal of Gynecology and Obstetrics 2019 September; 146 (3): pp. 386-387. 
@article{MichelJuarez_2019_09_Investigatingbarriers,
    author = "Juarez, Michel and Martinez, Boris and Hall-Clifford, Rachel and Clifford, Gari D and Rohloff, Peter",
    title = "Investigating barriers and facilitators to facility-level births in rural Guatemala",
    date = "2019-09",
    issue = "3",
    journal = "International Journal of Gynecology and Obstetrics",
    url = "https://drive.google.com/file/d/1GiVEUV3wJWhbzFEc4dDH3SSRzwTk-lU1/view?usp=sharing",
    pages = "386-387",
    volume = "146",
    note = "Publisher: NIH Public Access"
}
138
Goetz ME, Hanfelt JJ, John SE, Bergquist SH, Loring DW, Quyyumi A, Clifford GD, Vaccarino V, Goldstein F, 2nd TMJ, Kuerston R, Marcus M, Levey AI, Lah JJ. Rationale and Design of the Emory Healthy Aging and Emory Healthy Brain Studies. Neuroepidemiology 2019 August 27; 53 (3-4): pp. 187-200. 
@article{MargaretheEGoetz_2019_08_27_Rationaleand,
    author = "Goetz, Margarethe E and Hanfelt, John J and John, Samantha E and Bergquist, Sharon H and Loring, David W and Quyyumi, Arshed and Clifford, Gari D and Vaccarino, Viola and Goldstein, Felicia and 2nd, Theodore M Johnson and Kuerston, Richard and Marcus, Michele and Levey, Allan I and Lah, James J",
    title = "Rationale and Design of the Emory Healthy Aging and Emory Healthy Brain Studies",
    date = "2019-08-27",
    issue = "3-4",
    journal = "Neuroepidemiology",
    url = "https://drive.google.com/file/d/1ZaElDqU\_BXIiRjjMdyJpzkvZjTaT46CW/view?usp=sharing",
    pages = "187-200",
    volume = "53",
    note = "Publisher: S. Karger AG"
}
137
Behar JA, Oster J, Vos MD, Clifford GD. Wearables and mHealth in mental health and neurological disorders. Physiological Measurement 2019 August 2; 40 (7): p. 070401. 
@article{JoachimABehar_2019_08_01_Wearablesand,
    author = "Behar, Joachim A and Oster, Julien and Vos, Maarten De and Clifford, Gari D",
    title = "Wearables and mHealth in mental health and neurological disorders",
    date = "2019-08-02",
    issue = "7",
    journal = "Physiological Measurement",
    url = "https://drive.google.com/file/d/1ZJJmkxEfRq8bMNRlxFHEx2ngWA1ANMoU/view?usp=sharing",
    pages = "070401",
    volume = "40",
    note = "Publisher: IOP Publishing"
}
136
Netemeyer RG, Dobolyi DG, Abbasi A, Clifford GD, Taylor HA. Health literacy, health numeracy, and trust in doctor: effects on key patient health outcomes. Journal of Consumer Affairs 2019 July 17; 54 (1): pp. 3-42. 
@article{RichardGNetemeyer_2020_03_Healthliteracy,
    author = "Netemeyer, Richard G and Dobolyi, David G and Abbasi, Ahmed and Clifford, Gari D and Taylor, Herman A",
    title = "Health literacy, health numeracy, and trust in doctor: effects on key patient health outcomes",
    date = "2019-07-17",
    issue = "1",
    journal = "Journal of Consumer Affairs",
    url = "https://drive.google.com/file/d/1\_gFQWZc52Vvd2EmlvuV9vmb3c6cvMu-K/view?usp=sharing",
    pages = "3-42",
    volume = "54",
    note = "Publisher: Wiley Periodicals, Inc."
}
135
Poian GD, Letizia NA, Rinaldo R, Clifford GD. A low-complexity photoplethysmographic systolic peak detector for compressed sensed data. Physiological Measurement 2019 July 1; 40 (6): p. 065007. 
@article{GiuliaDaPoian_2019_07_02_Alowcomplexity,
    author = "Poian, Giulia Da and Letizia, Nunzio A and Rinaldo, Roberto and Clifford, Gari D",
    title = "A low-complexity photoplethysmographic systolic peak detector for compressed sensed data",
    date = "2019-07-01",
    issue = "6",
    journal = "Physiological Measurement",
    url = "https://drive.google.com/file/d/1FUAvsSZ9ZsLP\_nJ0WBjmvvYepuQBV2jV/view?usp=sharing",
    pages = "065007",
    volume = "40",
    note = "Publisher: IOP Publishing"
}
134
Behar JA, Palmius N, Li Q, Garbuio S, Rizzatti FP, Bittencourt L, Tufik S, Clifford GD. Feasibility of single channel oximetry for mass screening of obstructive sleep apnea. EClinicalMedicine 2019 June 7; 11: pp. 81-88. DOI: 10.1016/j.eclinm.2019.05.015. 
@article{JoachimABehar_2019_05_01_Feasibilityof,
    author = "Behar, Joachim A and Palmius, Niclas and Li, Qiao and Garbuio, Silverio and Rizzatti, Fab{\`\i}ola PG and Bittencourt, Lia and Tufik, Sergio and Clifford, Gari D",
    title = "Feasibility of single channel oximetry for mass screening of obstructive sleep apnea",
    date = "2019-06-07",
    journal = "EClinicalMedicine",
    url = "https://drive.google.com/file/d/1fJQzNNmQWPEEB1aTd9HZc8c0nVrd92\_l/view?usp=sharing",
    pages = "81-88",
    volume = "11",
    doi = "10.1016/j.eclinm.2019.05.015",
    note = "Publisher: Elsevier"
}
133
Li Q, Liu C, Li Q, Shashikumar SP, Nemati S, Shen Z, Clifford GD. Ventricular ectopic beat detection using a wavelet transform and a convolutional neural network. Physiological Measurement 2019 June 4; 40 (5): p. 055002. 
@article{QichenLi_2019_06_03_Ventricularectopic,
    author = "Li, Qichen and Liu, Chengyu and Li, Qiao and Shashikumar, Supreeth P and Nemati, Shamim and Shen, Zichao and Clifford, Gari D",
    title = "Ventricular ectopic beat detection using a wavelet transform and a convolutional neural network",
    date = "2019-06-04",
    issue = "5",
    journal = "Physiological Measurement",
    url = "https://drive.google.com/file/d/10J0ktyiVhz6qKo8Iw68Vh3CwvSNzVhEX/view?usp=sharing",
    pages = "055002",
    volume = "40",
    note = "Publisher: IOP Publishing"
}
132
Peiris D, Praveen D, Mogulluru K, Ameer MA, Raghu A, Li Q, Heritier S, MacMahon S, Prabhakaran D, Clifford GD, Joshi R, Maulik PK, Jan S, Tarassenko L, Patel A. SMARThealth India: a stepped-wedge, cluster randomised controlled trial of a community health worker managed mobile health intervention for people assessed at high cardiovascular disease risk in rural India. PLoS One 2019 March 26; 14 (3): p. e0213708. 
@article{DavidPeiris_2019_03_26_SMARThealthIndia,
    author = "Peiris, David and Praveen, Devarsetty and Mogulluru, Kishor and Ameer, Mohammed Abdul and Raghu, Arvind and Li, Qiang and Heritier, Stephane and MacMahon, Stephen and Prabhakaran, Dorairaj and Clifford, Gari D and Joshi, Rohina and Maulik, Pallab K and Jan, Stephen and Tarassenko, Lionel and Patel, Anushka",
    title = "SMARThealth India: a stepped-wedge, cluster randomised controlled trial of a community health worker managed mobile health intervention for people assessed at high cardiovascular disease risk in rural India",
    date = "2019-03-26",
    issue = "3",
    journal = "PLoS One",
    url = "https://drive.google.com/file/d/1WGXxH7SfPs0nisdeIlTtDDgtT4Jex8uN/view?usp=sharing",
    pages = "e0213708",
    volume = "14",
    note = "Publisher: Public Library of Science"
}
131
Valderrama CE, Stroux L, Katebi N, Paljug E, Hall-Clifford R, Rohloff P, Marzbanrad F, Clifford GD. An open source autocorrelation-based method for fetal heart rate estimation from one-dimensional Doppler ultrasound. Physiological Measurement 2019 February 26; 40 (2): p. 025005. 
@article{CamiloEValderrama_2019_02_25_Anopen,
    author = "Valderrama, Camilo E and Stroux, Lisa and Katebi, Nasim and Paljug, Elianna and Hall-Clifford, Rachel and Rohloff, Peter and Marzbanrad, Faezeh and Clifford, Gari D",
    title = "An open source autocorrelation-based method for fetal heart rate estimation from one-dimensional Doppler ultrasound",
    date = "2019-02-26",
    issue = "2",
    journal = "Physiological Measurement",
    url = "https://drive.google.com/file/d/1sPCEolXkiQDO3RlNyQIO1ka1XhBzShAe/view?usp=sharing",
    pages = "025005",
    volume = "40",
    note = "Publisher: IOP Publishing"
}
130
Haque RU, Manzanares CM, Brown LN, Pongos AL, Lah JJ, Clifford GD, Levey AI. VisMET: a passive, efficient, and sensitive assessment of visuospatial memory in healthy aging, mild cognitive impairment, and Alzheimer's disease. Learning & Memory 2019 February 15; 26 (3): pp. 93-100. 
@article{RafiUHaque_2019_03_01_VisMETa,
    author = "Haque, Rafi U and Manzanares, Cecelia M and Brown, Lavonda N and Pongos, Alvince L and Lah, James J and Clifford, Gari D and Levey, Allan I",
    title = "VisMET: a passive, efficient, and sensitive assessment of visuospatial memory in healthy aging, mild cognitive impairment, and Alzheimer's disease",
    date = "2019-02-15",
    issue = "3",
    journal = "Learning \& Memory",
    url = "https://drive.google.com/file/d/1ZihIHwj5pZtuHkuHMndh4FMaxfZN6d4Q/view?usp=sharing",
    pages = "93-100",
    volume = "26",
    note = "Publisher: Cold Spring Harbor Lab"
}
129
Zhu T, Pimentel MA, Clifford GD, Clifton DA. Unsupervised Bayesian inference to fuse biosignal sensory estimates for personalizing care. IEEE Journal of Biomedical and Health Informatics 2019 January; 23 (1): pp. 47-58. 
@article{TingtingZhu_2018_06_05_UnsupervisedBayesian,
    author = "Zhu, Tingting and Pimentel, Marco AF and Clifford, Gari D and Clifton, David A",
    title = "Unsupervised Bayesian inference to fuse biosignal sensory estimates for personalizing care",
    date = "2019-01",
    issue = "1",
    journal = "IEEE Journal of Biomedical and Health Informatics",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-iRFFZcVdnNVdidmlWS0ltcWVtc3NRZi1tTjVz/view?usp=sharing\&resourcekey=0-wkMjsJuqEs6tFz1F3re8Bw",
    pages = "47-58",
    volume = "23",
    note = "Publisher: IEEE"
}
128
Dedhia RC, Shah AJ, Bliwise DL, Quyyumi AA, Strollo PJ, Li Q, Poian GD, Clifford GD. Hypoglossal nerve stimulation and heart rate variability: analysis of STAR trial responders. Otolaryngology—Head and Neck Surgery 2019 January; 160 (1): pp. 165-171. 
@article{RajCDedhia_2019_01_Hypoglossalnerve,
    author = "Dedhia, Raj C and Shah, Amit J and Bliwise, Donald L and Quyyumi, Arshed A and Strollo, Patrick J and Li, Qiao and Poian, Giulia Da and Clifford, Gari D",
    title = "Hypoglossal nerve stimulation and heart rate variability: analysis of STAR trial responders",
    date = "2019-01",
    issue = "1",
    journal = "Otolaryngology---Head and Neck Surgery",
    url = "https://drive.google.com/file/d/1qh4in6xCYKr2IU-7gl9LTKpzezNlBkxk/view?usp=sharing",
    pages = "165-171",
    volume = "160",
    note = "Publisher: SAGE Publications"
}
127
Li Q, Li Q, Liu C, Shashikumar SP, Nemati S, Clifford GD. Deep learning in the cross-time frequency domain for sleep staging from a single-lead electrocardiogram. Physiological Measurement 2018 December 21; 39 (12): p. 124005. 
@article{QiaoLi_2018_12_21_Deeplearning,
    author = "Li, Qiao and Li, Qichen and Liu, Chengyu and Shashikumar, Supreeth P and Nemati, Shamim and Clifford, Gari D",
    title = "Deep learning in the cross-time frequency domain for sleep staging from a single-lead electrocardiogram",
    date = "2018-12-21",
    issue = "12",
    journal = "Physiological Measurement",
    url = "https://drive.google.com/file/d/1XA4CQ8A-NTAdei4bpbzZvODaeD0x4ZsQ/view?usp=sharing",
    pages = "124005",
    volume = "39",
    note = "Publisher: IOP Publishing"
}
126
Mannino RG, Myers DR, Tyburski EA, Caruso C, Boudreaux J, Leong T, Clifford G, Lam WA. Smartphone app for non-invasive detection of anemia using only patient-sourced photos. Nature Communications 2018 December 4; 9 (1): p. 4924. 
@article{RobertGMannino_2018_12_04_Smartphoneapp,
    author = "Mannino, Robert G and Myers, David R and Tyburski, Erika A and Caruso, Christina and Boudreaux, Jeanne and Leong, Traci and Clifford, GD and Lam, Wilbur A",
    title = "Smartphone app for non-invasive detection of anemia using only patient-sourced photos",
    date = "2018-12-04",
    issue = "1",
    journal = "Nature Communications",
    url = "https://drive.google.com/file/d/1cFPaJwqznXWqH36DiAcQzeB13biI7meQ/view?usp=sharing",
    pages = "4924",
    volume = "9",
    note = "Publisher: Nature Publishing Group"
}
125
Praveen D, Peiris D, MacMahon S, Mogulluru K, Raghu A, Rodgers A, Chilappagari S, Prabhakaran D, Clifford GD, Maulik PK, Atkins E, Joshi R, Heritier S, Jan S, Patel A. Cardiovascular disease risk and comparison of different strategies for blood pressure management in rural India. BMC Public Health 2018 November 15; 18 (1): p. 1264. 
@article{DevarsettyPraveen_2018_12_Cardiovasculardisease,
    author = "Praveen, Devarsetty and Peiris, David and MacMahon, Stephen and Mogulluru, Kishor and Raghu, Arvind and Rodgers, Anthony and Chilappagari, Shailaja and Prabhakaran, Dorairaj and Clifford, Gari D and Maulik, Pallab K and Atkins, Emily and Joshi, Rohina and Heritier, Stephane and Jan, Stephen and Patel, Anushka",
    title = "Cardiovascular disease risk and comparison of different strategies for blood pressure management in rural India",
    date = "2018-11-15",
    issue = "1",
    journal = "BMC Public Health",
    url = "https://drive.google.com/file/d/1QlkgFLYZz88saDPdOCUfebIVg9TPz1dS/view?usp=sharing",
    pages = "1264",
    volume = "18",
    note = "Publisher: BioMed Central"
}
124
Taylor HA, Henderson F, Abbasi A, Clifford GD. Cardiovascular disease in African Americans: innovative community engagement for research recruitment and impact. American Journal of Kidney Diseases 2018 November 1; 72 (5): pp. S43-S46. 
@article{HermanATaylor_2018_11_01_Cardiovasculardisease,
    author = "Taylor, Herman A and Henderson, Frances and Abbasi, Ahmed and Clifford, Gari D",
    title = "Cardiovascular disease in African Americans: innovative community engagement for research recruitment and impact",
    journal = "American Journal of Kidney Diseases",
    date = "2018-11-01",
    issue = "5",
    url = "https://drive.google.com/file/d/1wnOwCNvWjIiuoBvhGXbMWGkf6KxU4XcY/view?usp=sharing",
    pages = "S43-S46",
    volume = "72",
    note = "Publisher: Elsevier Inc"
}
123
Reinertsen E, Shashikumar SP, Shah AJ, Nemati S, Clifford GD. Multiscale network dynamics between heart rate and locomotor activity are altered in schizophrenia. Physiological Measurement 2018 October 30; 39 (11): p. 115001. 
@article{ErikReinertsen_2018_10_25_Multiscalenetwork,
    author = "Reinertsen, Erik and Shashikumar, Supreeth P and Shah, Amit J and Nemati, Shamim and Clifford, Gari D",
    title = "Multiscale network dynamics between heart rate and locomotor activity are altered in schizophrenia",
    date = "2018-10-30",
    issue = "11",
    journal = "Physiological Measurement",
    url = "https://drive.google.com/file/d/1aGA8J7YoifQ9fRoE6DM7Uk5ibTW2qGbi/view?usp=sharing",
    pages = "115001",
    volume = "39",
    note = "Publisher: IOP Publishing"
}
122
Vest AN, Poian GD, Li Q, Liu C, Nemati S, Shah AJ, Clifford GD. An open source benchmarked toolbox for cardiovascular waveform and interval analysis. Physiological Measurement 2018 October 11; 39 (10): p. 105004. 
@article{AdrianaNVest_2018_10_12_Anopen,
    author = "Vest, Adriana N and Poian, Giulia Da and Li, Qiao and Liu, Chengyu and Nemati, Shamim and Shah, Amit J and Clifford, Gari D",
    title = "An open source benchmarked toolbox for cardiovascular waveform and interval analysis",
    date = "2018-10-11",
    issue = "10",
    journal = "Physiological Measurement",
    url = "https://drive.google.com/file/d/1XtMDcM5F\_w8HmsbYYgaEXrvuHZmy7PZR/view?usp=sharing",
    pages = "105004",
    volume = "39",
    note = "Publisher: IOP Publishing"
}
121
Marzbanrad F, Stroux L, Clifford GD. Cardiotocography and beyond: a review of one-dimensional Doppler ultrasound application in fetal monitoring. Physiological Measurement 2018 August 14; 39 (8): p. 08TR01. 
@article{FaezehMarzbanrad_2018_08_14_Cardiotocographyand,
    author = "Marzbanrad, Faezeh and Stroux, Lisa and Clifford, Gari D",
    title = "Cardiotocography and beyond: a review of one-dimensional Doppler ultrasound application in fetal monitoring",
    journal = "Physiological Measurement",
    date = "2018-08-14",
    issue = "8",
    url = "https://drive.google.com/file/d/1VrxA6lOFYEnYF4OgIytl6NiBERMUxJHR/view?usp=sharing",
    pages = "08TR01",
    volume = "39",
    note = "Publisher: IOP Publishing"
}
120
Liu C, Oster J, Reinertsen E, Li Q, Zhao L, Nemati S, Clifford GD. A comparison of entropy approaches for AF discrimination. Physiological Measurement 2018 July 6; 39 (7): p. 074002. 
@article{ChengyuLiu_2018_07_05_Acomparison,
    author = "Liu, Chengyu and Oster, Julien and Reinertsen, Erik and Li, Qiao and Zhao, Lina and Nemati, Shamim and Clifford, Gari D",
    title = "A comparison of entropy approaches for AF discrimination",
    date = "2018-07-06",
    issue = "7",
    journal = "Physiological Measurement",
    url = "https://drive.google.com/file/d/1KG9mMLnlk4JljtvW2aogtKdxRMauT25-/view?usp=sharing",
    pages = "074002",
    volume = "39",
    note = "Publisher: IOP Publishing"
}
119
Martinez B, Ixen EC, Hall-Clifford R, Juarez M, Miller AC, Francis A, Valderrama CE, Stroux L, Clifford GD, Rohloff P. mHealth intervention to improve the continuum of maternal and perinatal care in rural Guatemala: a pragmatic, randomized controlled feasibility trial. Reproductive Health 2018 July 4; 15 (1): p. 120. 
@article{BorisMartinez_2018_12_mHealthintervention,
    author = "Martinez, Boris and Ixen, Enma Coyote and Hall-Clifford, Rachel and Juarez, Michel and Miller, Ann C and Francis, Aaron and Valderrama, Camilo E and Stroux, Lisa and Clifford, Gari D and Rohloff, Peter",
    title = "mHealth intervention to improve the continuum of maternal and perinatal care in rural Guatemala: a pragmatic, randomized controlled feasibility trial",
    date = "2018-07-04",
    issue = "1",
    journal = "Reproductive Health",
    url = "https://drive.google.com/file/d/15JIVtcEkZ4QQ\_45Aa01FJsAHlh\_yv-k0/view?usp=sharing",
    pages = "120",
    volume = "15",
    note = "Publisher: BioMed Central"
}
118
Zhu T, Johnson AE, Yang Y, Clifford GD, Clifton DA. Bayesian fusion of physiological measurements using a signal quality extension. Physiological Measurement 2018 June 27; 39 (6): p. 065008. 
@article{TingtingZhu_2018_06_26_Bayesianfusion,
    author = "Zhu, Tingting and Johnson, Alistair EW and Yang, Yang and Clifford, Gari D and Clifton, David A",
    title = "Bayesian fusion of physiological measurements using a signal quality extension",
    date = "2018-06-27",
    issue = "6",
    journal = "Physiological Measurement",
    url = "https://drive.google.com/file/d/1FUBdYYKz9JiF\_IIO2E9wM\_LpS3ygyw70/view?usp=sharing",
    pages = "065008",
    volume = "39",
    note = "Publisher: IOP Publishing"
}
117
Poian GD, Rozell CJ, Bernardini R, Rinaldo R, Clifford GD. Matched filtering for heart rate estimation on compressive sensing ECG measurements. IEEE Transactions on Biomedical Engineering 2018 June; 65 (6): pp. 1349-1358. 
@article{GiuliaDaPoian_2017_09_14_Matchedfiltering,
    author = "Poian, Giulia Da and Rozell, Christopher J and Bernardini, Riccardo and Rinaldo, Roberto and Clifford, Gari D",
    title = "Matched filtering for heart rate estimation on compressive sensing ECG measurements",
    date = "2018-06",
    issue = "6",
    journal = "IEEE Transactions on Biomedical Engineering",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-iN2lGNmdNbWNXZDhLbVdhbnowWEE1MlRCZWdF/view?usp=sharing\&resourcekey=0-raeE1iDI7LjfxWcMbUZsFA",
    pages = "1349-1358",
    volume = "65",
    note = "Publisher: IEEE"
}
116
Reinertsen E, Clifford GD. A review of physiological and behavioral monitoring with digital sensors for neuropsychiatric illnesses. Physiological Measurement 2018 May 15; 39 (5): p. 05TR01. 
@article{ErikReinertsen_2018_05_15_Areview,
    author = "Reinertsen, Erik and Clifford, Gari D",
    title = "A review of physiological and behavioral monitoring with digital sensors for neuropsychiatric illnesses",
    journal = "Physiological Measurement",
    date = "2018-05-15",
    issue = "5",
    url = "https://drive.google.com/file/d/1ae4PbbXAiC\_ZD7LCUY4MZIx282kW7Cg1/view?usp=sharing",
    pages = "05TR01",
    volume = "39",
    note = "Publisher: IOP Publishing"
}
115
Nemati S, Holder A, Razmi F, Stanley MD, Clifford GD, Buchman TG. An interpretable machine learning model for accurate prediction of sepsis in the ICU. Critical Care Medicine 2018 April; 46 (4): pp. 547-553. 
@article{ShamimNemati_2018_04_01_AnInterpretable,
    author = "Nemati, Shamim and Holder, Andre and Razmi, Fereshteh and Stanley, Matthew D and Clifford, Gari D and Buchman, Timothy G",
    title = "An interpretable machine learning model for accurate prediction of sepsis in the ICU",
    date = "2018-04",
    issue = "4",
    journal = "Critical Care Medicine",
    url = "https://drive.google.com/file/d/12X6cn7jJ3tpXz5LUcZqvhZCOCLG343Oi/view?usp=sharing",
    pages = "547-553",
    volume = "46",
    note = "Publisher: Wolters Kluwer"
}
114
Shashikumar SP, Li Q, Clifford GD, Nemati S. Multiscale network representation of physiological time series for early prediction of sepsis. Physiological Measurement 2017 November 20; 38 (12): pp. 2235-2248. 
@article{SupreethPShashikumar_2017_11_29_Multiscalenetwork,
    author = "Shashikumar, Supreeth P and Li, Qiao and Clifford, Gari D and Nemati, Shamim",
    title = "Multiscale network representation of physiological time series for early prediction of sepsis",
    date = "2017-11-20",
    issue = "12",
    journal = "Physiological Measurement",
    url = "https://drive.google.com/file/d/1dPCaApFKZD78O8HTU7Zt57u5WiqEYug0/view?usp=sharing",
    pages = "2235-2248",
    volume = "38",
    note = "Publisher: IOP Publishing"
}
113
Vest AN, Li Q, Liu C, Nemati S, Shah A, Clifford GD. Benchmarking heart rate variability toolboxes. Journal of Electrocardiology 2017 November; 50 (6): pp. 744-747. 
@article{AdrianaNVest_2017_11_01_Benchmarkingheart,
    author = "Vest, Adriana N and Li, Qiao and Liu, Chengyu and Nemati, Shamim and Shah, Amit and Clifford, Gari D",
    title = "Benchmarking heart rate variability toolboxes",
    date = "2017-11",
    issue = "6",
    journal = "Journal of Electrocardiology",
    url = "https://drive.google.com/file/d/1QdCLH2MPWq1O2jw0QpqOSKrAMIo-lYzP/view?usp=sharing",
    pages = "744-747",
    volume = "50",
    note = "Publisher: Churchill Livingstone"
}
112
Shashikumar SP, Stanley MD, Sadiq I, Li Q, Holder A, Clifford GD, Nemati S. Early sepsis detection in critical care patients using multiscale blood pressure and heart rate dynamics. Journal of Electrocardiology 2017 November; 50 (6): pp. 739-743. 
@article{SupreethPShashikumar_2017_11_01_Earlysepsis,
    author = "Shashikumar, Supreeth P and Stanley, Matthew D and Sadiq, Ismail and Li, Qiao and Holder, Andre and Clifford, Gari D and Nemati, Shamim",
    title = "Early sepsis detection in critical care patients using multiscale blood pressure and heart rate dynamics",
    date = "2017-11",
    issue = "6",
    journal = "Journal of Electrocardiology",
    url = "https://drive.google.com/file/d/1UV67EoaBKlH3uEPkpQQFx\_v2-V9bzs6P/view?usp=sharing",
    pages = "739-743",
    volume = "50",
    note = "Publisher: Churchill Livingstone"
}
111
Stroux L, Redman CW, Georgieva A, Payne SJ, Clifford GD. Doppler-based fetal heart rate analysis markers for the detection of early intrauterine growth restriction. Acta Obstetricia et Gynecologica Scandinavica 2017 November; 96 (11): pp. 1322-1329. 
@article{LisaStroux_2017_11_01_Dopplerbasedfetal,
    author = "Stroux, Lisa and Redman, Christopher W and Georgieva, Antoniya and Payne, Stephen J and Clifford, Gari D",
    title = "Doppler-based fetal heart rate analysis markers for the detection of early intrauterine growth restriction",
    date = "2017-11",
    issue = "11",
    journal = "Acta Obstetricia et Gynecologica Scandinavica",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-idFMyeDRuV1JQbDg/view?usp=sharing\&resourcekey=0-z3as1EP4ZEGcdDZYegevmw",
    pages = "1322-1329",
    volume = "96"
}
110
Muirhead L, Hall P, Jones-Taylor C, Clifford GD, Felton-Williams T, Williams K. Critical questions: Advancing the health of female Veterans. Journal of the American Association of Nurse Practitioners 2017 October; 29 (10): pp. 571-580. 
@article{LisaMuirhead_2017_10_01_Criticalquestions,
    author = "Muirhead, Lisa and Hall, Priscilla and Jones-Taylor, Cedrella and Clifford, Gari D and Felton-Williams, Tasha and Williams, Kathy",
    title = "Critical questions: Advancing the health of female Veterans",
    date = "2017-10",
    issue = "10",
    journal = "Journal of the American Association of Nurse Practitioners",
    url = "https://drive.google.com/file/d/1Qq4mh7RqtL0VDEutStBl5oeJ1QocDEpa/view?usp=sharing",
    pages = "571-580",
    volume = "29",
    note = "Publisher: LWW"
}
109
Clifford RH, Roche S, Fathima S, Palmius N, Hollingworth K, Kennedy J, Merida J, Stephens M, Lavalley R, Rohloff P, Garcia P, Patrick S, Clifford GD. Sustainable technology for surgical referrals: pilot implementation of an electronic referral system for short-term surgical missions. Journal of Health Informatics in Developing Countries 2017 October 15; 11 (2). 
@article{RachelHallClifford_2017_10_15_Sustainabletechnology,
    author = "Clifford, Rachel Hall and Roche, Stephanie and Fathima, Sana and Palmius, Niclas and Hollingworth, Kelly and Kennedy, Jennifer and Merida, Jasmin and Stephens, Meghan and Lavalley, Ryan and Rohloff, Peter and Garcia, Pablo and Patrick, Stephen and Clifford, Gari D",
    title = "Sustainable technology for surgical referrals: pilot implementation of an electronic referral system for short-term surgical missions",
    date = "2017-10-15",
    issue = "2",
    journal = "Journal of Health Informatics in Developing Countries",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-icEkzbUJvenZQTEU/view?usp=sharing\&resourcekey=0-EaoFa2h40Y2y4-P1qc4ohg",
    volume = "11"
}
108
Liu C, Springer D, Clifford GD. Performance of an open-source heart sound segmentation algorithm on eight independent databases. Physiological Measurement 2017 August 1; 38 (8): pp. 1730-1745. 
@article{ChengyuLiu_2017_08_01_Performanceof,
    author = "Liu, Chengyu and Springer, David and Clifford, Gari D",
    title = "Performance of an open-source heart sound segmentation algorithm on eight independent databases",
    date = "2017-08-01",
    issue = "8",
    journal = "Physiological Measurement",
    url = "https://drive.google.com/file/d/1-SIBVEr8dOg4Qm6AB5bzdIpDffzQmCWW/view?usp=sharing",
    pages = "1730-1745",
    volume = "38",
    note = "Publisher: IOP Publishing"
}
107
Clifford GD, Liu C, Moody BE, Roig JM, Schmidt SE, Li Q, Silva I, Mark RG. Recent advances in heart sound analysis. Physiological Measurement 2017 August 1; 38 (8): pp. E10-E25. 
@article{GariDClifford_2017_Recentadvances,
    author = "Clifford, Gari D and Liu, Chengyu and Moody, Benjamin E and Roig, Jos{\'e} Millet and Schmidt, Samuel E and Li, Qiao and Silva, Ikaro and Mark, Roger G",
    title = "Recent advances in heart sound analysis",
    journal = "Physiological Measurement",
    date = "2017-08-01",
    url = "https://drive.google.com/file/d/18oii3Qf4NZsaLC1ZSxes-M9MYKeJS1wL/view?usp=sharing",
    issue = "8",
    pages = "E10-E25",
    volume = "38",
    note = "Publisher: IOP Publishing"
}
106
Whitaker BM, Suresha PB, Liu C, Clifford GD, Anderson DV. Combining sparse coding and time-domain features for heart sound classification. Physiological Measurement 2017 July 31; 38 (8): p. 1701. 
@article{BradleyMWhitaker_2017_07_31_Combiningsparse,
    author = "Whitaker, Bradley M and Suresha, Pradyumna B and Liu, Chengyu and Clifford, Gari D and Anderson, David V",
    title = "Combining sparse coding and time-domain features for heart sound classification",
    date = "2017-07-31",
    issue = "8",
    journal = "Physiological Measurement",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-iazVLbHh1bmtLUXpvRFYwd0Z0REFDZ3FCeWxV/view?usp=sharing\&resourcekey=0-ULsQnhIVI-65u4rgK3j55Q",
    pages = "1701",
    volume = "38",
    note = "Publisher: IOP Publishing"
}
105
Valderrama CE, Marzbanrad F, Stroux L, Clifford GD. Template-based quality assessment of the Doppler ultrasound signal for fetal monitoring. Frontiers in Physiology 2017 July 18; 8: p. 511. DOI: 10.3389/fphys.2017.00511. 
@article{CamiloEValderrama_2017_07_18_Templatebasedquality,
    author = "Valderrama, Camilo E and Marzbanrad, Faezeh and Stroux, Lisa and Clifford, Gari D",
    title = "Template-based quality assessment of the Doppler ultrasound signal for fetal monitoring",
    date = "2017-07-18",
    journal = "Frontiers in Physiology",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-ic0pxRmhiS1BKbGs/view?usp=sharing\&resourcekey=0-2BTUEGNNWoKYWneAkfSUrA",
    pages = "511",
    volume = "8",
    doi = "10.3389/fphys.2017.00511",
    note = "Publisher: Frontiers"
}
104
Poian GD, Liu C, Bernardini R, Rinaldo R, Clifford GD. Atrial fibrillation detection on compressed sensed ECG. Physiological Measurement 2017 June 27; 38 (7): pp. 1405-1425. 
@article{GiuliaDaPoian_2017_06_27_Atrialfibrillation,
    author = "Poian, Giulia Da and Liu, Chengyu and Bernardini, Riccardo and Rinaldo, Roberto and Clifford, Gari D",
    title = "Atrial fibrillation detection on compressed sensed ECG",
    date = "2017-06-27",
    issue = "7",
    journal = "Physiological Measurement",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-iNHJYNjI4MmJpM3BxQ3hKUUtmWW9CTkRMb2tz/view?usp=sharing\&resourcekey=0-Q0iiudN2SsaxQFxwWM9aLQ",
    pages = "1405-1425",
    volume = "38",
    note = "Publisher: IOP Publishing"
}
103
Reinertsen E, Osipov M, Liu C, Kane JM, Petrides G, Clifford GD. Continuous assessment of schizophrenia using heart rate and accelerometer data. Physiological Measurement 2017 June 27; 38 (7): pp. 1456-1471. 
@article{ErikReinertsen_2017_06_27_Continuousassessment,
    author = "Reinertsen, Erik and Osipov, Maxim and Liu, Chengyu and Kane, John M and Petrides, Georgios and Clifford, Gari D",
    title = "Continuous assessment of schizophrenia using heart rate and accelerometer data",
    date = "2017-06-27",
    issue = "7",
    journal = "Physiological Measurement",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-icURfLXdpalVKSlU/view?usp=sharing\&resourcekey=0-4uuS6fsOHmulVI2OiiGGTg",
    pages = "1456-1471",
    volume = "38",
    note = "Publisher: IOP Publishing"
}
102
Oster J, Clifford GD. Acquisition of electrocardiogram signals during magnetic resonance imaging. Physiological Measurement 2017 June 22; 38 (7): pp. R119-R142. 
@article{JulienOster_2017_06_22_Acquisitionof,
    author = "Oster, Julien and Clifford, Gari D",
    title = "Acquisition of electrocardiogram signals during magnetic resonance imaging",
    journal = "Physiological Measurement",
    date = "2017-06-22",
    issue = "7",
    url = "https://drive.google.com/file/d/1qJVbkG2ffie\_DKDUUsU96nLigNw4h8tJ/view?usp=sharing",
    pages = "R119-R142",
    volume = "38",
    note = "Publisher: IOP Publishing"
}
101
Taylor HA, Clifford GD, Powers ME. Hypertension Disparities: The Hidden Vulnerability of Youth. JAMA Cardiology 2017 June 1; 2 (6): pp. 661-663. 
@article{HermanATaylor_2017_06_01_HypertensionDisparities,
    author = "Taylor, Herman A and Clifford, Gari D and Powers, Makia E",
    title = "Hypertension Disparities: The Hidden Vulnerability of Youth",
    date = "2017-06-01",
    issue = "6",
    journal = "JAMA Cardiology",
    url = "https://drive.google.com/file/d/1Fo62jFpPf4MnMbw5Lt0znN\_IVWMTX1bB/view?usp=sharing",
    pages = "661-663",
    volume = "2",
    note = "Publisher: American Medical Association"
}
100
Marzbanrad F, Khandoker AH, Kimura Y, Palaniswami M, Clifford GD. Assessment of fetal development using cardiac valve intervals. Frontiers in Physiology 2017 May 17; 8: p. 313. DOI: 10.3389/fphys.2017.00313. 
@article{FaezehMarzbanrad_2017_05_17_Assessmentof,
    author = "Marzbanrad, Faezeh and Khandoker, Ahsan H and Kimura, Yoshitaka and Palaniswami, Marimuthu and Clifford, Gari D",
    title = "Assessment of fetal development using cardiac valve intervals",
    date = "2017-05-17",
    journal = "Frontiers in Physiology",
    url = "https://drive.google.com/file/d/1KinTeCswWBFx047EIq60QNf4PP9\_t9N8/view?usp=sharing",
    pages = "313",
    volume = "8",
    doi = "10.3389/fphys.2017.00313",
    note = "Publisher: Frontiers Media SA"
}
99
Reinertsen E, Nemati S, Vest AN, Vaccarino V, Lampert R, Shah AJ, Clifford GD. Heart rate-based window segmentation improves accuracy of classifying posttraumatic stress disorder using heart rate variability measures. Physiological Measurement 2017 May 9; 38 (6): pp. 1061-1076. 
@article{ErikReinertsen_2017_05_09_Heartratebased,
    author = "Reinertsen, Erik and Nemati, Shamim and Vest, Adriana N and Vaccarino, Viola and Lampert, Rachel and Shah, Amit J and Clifford, Gari D",
    title = "Heart rate-based window segmentation improves accuracy of classifying posttraumatic stress disorder using heart rate variability measures",
    date = "2017-05-09",
    issue = "6",
    journal = "Physiological Measurement",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-idWhTY2dBV2xHRV9VZ3B5dG5YWHdWbU5ZSU5J/view?usp=sharing\&resourcekey=0-wZsuzCZFb5KNyX4x8tltiw",
    pages = "1061-1076",
    volume = "38",
    note = "Publisher: IOP Publishing"
}
98
Martinez B, Hall-Clifford R, Coyote E, Stroux L, Valderrama CE, Aaron C, Francis A, Hendren C, Rohloff P, Clifford GD. Agile development of a smartphone app for perinatal monitoring in a resource-constrained setting. Journal of Health Informatics in Developing Countries 2017 April 30; 11 (1). 
@article{BorisMartinez_2017_Agiledevelopment,
    author = "Martinez, Boris and Hall-Clifford, Rachel and Coyote, Enma and Stroux, Lisa and Valderrama, Camilo E and Aaron, Christopher and Francis, Aaron and Hendren, Cate and Rohloff, Peter and Clifford, Gari D",
    title = "Agile development of a smartphone app for perinatal monitoring in a resource-constrained setting",
    date = "2017-04-30",
    issue = "1",
    journal = "Journal of Health Informatics in Developing Countries",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-iUEF2OFJXalhPVTQ/view?usp=sharing\&resourcekey=0-qlEH8Z6TpL0xeAi84TfUnQ",
    volume = "11",
    note = "Publisher: NIH Public Access"
}
97
Hoyer D, Żebrowski J, Cysarz D, Gonçalves H, Pytlik A, Amorim-Costa C, Bernardes J, Ayres-de-Campos D, Witte OW, Schleussner E, Stroux L, Redman C, Georgieva A, Payne S, Clifford GD, Signorini MG, Magenes G, Andreotti F, Malberg H, Zaunseder S, Lakhno I, Schneider U. Monitoring fetal maturation—objectives, techniques and indices of autonomic function. Physiological Measurement 2017 April 18; 38 (5): pp. R61-R88. 
@article{DirkHoyer_2017_04_18_Monitoringfetal,
    author = "Hoyer, Dirk and {\.Z}ebrowski, Jan and Cysarz, Dirk and Gon{\c{c}}alves, Hern{\^a}ni and Pytlik, Adelina and Amorim-Costa, C{\'e}lia and Bernardes, Joao and Ayres-de-Campos, Diogo and Witte, Otto W and Schleussner, Ekkehard and Stroux, Lisa and Redman, Christopher and Georgieva, Antoniya and Payne, Stephen and Clifford, Gari D and Signorini, Maria G and Magenes, Giovanni and Andreotti, Fernando and Malberg, Hagen and Zaunseder, Sebastian and Lakhno, Igor and Schneider, Uwe",
    title = "Monitoring fetal maturation---objectives, techniques and indices of autonomic function",
    journal = "Physiological Measurement",
    date = "2017-04-18",
    issue = "5",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-iR2hLY1oyNmZzbFk/view?usp=sharing\&resourcekey=0-PkYeWmdkAeQ5eAbAXg6JYA",
    pages = "R61-R88",
    volume = "38",
    note = "Publisher: IOP Publishing"
}
96
Velardo C, Shah SA, Gibson O, Clifford GD, Heneghan C, Rutter H, Farmer A, Tarassenko L. Digital health system for personalised COPD long-term management. BMC Medical Informatics and Decision Making 2017 February 20; 17 (1): p. 19. 
@article{CarmeloVelardo_2017_12_Digitalhealth,
    author = "Velardo, Carmelo and Shah, Syed Ahmar and Gibson, Oliver and Clifford, Gari D and Heneghan, Carl and Rutter, Heather and Farmer, Andrew and Tarassenko, Lionel",
    title = "Digital health system for personalised COPD long-term management",
    date = "2017-02-20",
    issue = "1",
    journal = "BMC Medical Informatics and Decision Making",
    url = "https://drive.google.com/file/d/1cFbnLzWkf\_IAmIlj\_5LYqHjobPjYwqPB/view?usp=sharing",
    pages = "19",
    volume = "17",
    note = "Publisher: BioMed Central"
}
95
Mahdi A, Clifford G, Payne S. A model for generating synthetic arterial blood pressure. Physiological Measurement 2017 February 8; 38 (3): pp. 477-488. 
@article{AMahdi_2017_02_08_Amodel,
    author = "Mahdi, A and Clifford, GD and Payne, SJ",
    title = "A model for generating synthetic arterial blood pressure",
    date = "2017-02-08",
    issue = "3",
    journal = "Physiological Measurement",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-iN3ljejJkbUk1Nk5BLUN3VlV1MDV2ckgzckRN/view?usp=sharing\&resourcekey=0-GGpGAWCL8ANa2AX312CZWA",
    pages = "477-488",
    volume = "38",
    note = "Publisher: IOP Publishing"
}
94
Liu C, Springer D, Li Q, Moody B, Juan RA, Chorro FJ, Castells F, Roig JM, Silva I, Johnson AE, Syed Z, Schmidt SE, Papadaniil CD, Hadjileontiadis L, Naseri H, Moukadem A, Dieterlen A, Brandt C, Tang H, Samieinasab M, Samieinasab MR, Sameni R, Mark RG, Clifford GD. An open access database for the evaluation of heart sound algorithms. Physiological Measurement 2016 November 21; 37 (12): pp. 2181-2213. 
@article{ChengyuLiu_2016_11_21_Anopen,
    author = "Liu, Chengyu and Springer, David and Li, Qiao and Moody, Benjamin and Juan, Ricardo Abad and Chorro, Francisco J and Castells, Francisco and Roig, Jos{\'e} Millet and Silva, Ikaro and Johnson, Alistair EW and Syed, Zeeshan and Schmidt, Samuel E and Papadaniil, Chrysa D and Hadjileontiadis, Leontios and Naseri, Hosein and Moukadem, Ali and Dieterlen, Alain and Brandt, Christian and Tang, Hong and Samieinasab, Maryam and Samieinasab, Mohammad Reza and Sameni, Reza and Mark, Roger G and Clifford, Gari D",
    title = "An open access database for the evaluation of heart sound algorithms",
    date = "2016-11-21",
    issue = "12",
    journal = "Physiological Measurement",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-idklYaUl3YmZOemo1RVZZUmxiNjJSaW5zYVZv/view?usp=sharing\&resourcekey=0-723xgrz1mq8NPEjc4jusRg",
    pages = "2181-2213",
    volume = "37",
    note = "Publisher: IOP Publishing"
}
93
Springer DB, Brennan T, Ntusi N, Abdelrahman HY, Zühlke LJ, Mayosi BM, Tarassenko L, Clifford GD. Automated signal quality assessment of mobile phone-recorded heart sound signals. Journal of Medical Engineering & Technology 2016 November 16; 40 (7-8): pp. 342-355. 
@article{DavidBSpringer_2016_11_16_Automatedsignal,
    author = {Springer, David B and Brennan, Thomas and Ntusi, Ntobeko and Abdelrahman, Hassan Y and Z{\"u}hlke, Liesl J and Mayosi, Bongani M and Tarassenko, Lionel and Clifford, Gari D},
    title = "Automated signal quality assessment of mobile phone-recorded heart sound signals",
    journal = "Journal of Medical Engineering \& Technology",
    date = "2016-11-16",
    issue = "7-8",
    url = "https://drive.google.com/file/d/10U9w9JYsrp27GEnvelGQPSQ5Dc0yIAtd/view?usp=sharing",
    pages = "342-355",
    volume = "40",
    note = "Publisher: Taylor {\\&} Francis"
}
92
Stroux L, Martinez B, Ixen EC, King N, Hall-Clifford R, Rohloff P, Clifford GD. An mHealth monitoring system for traditional birth attendant-led antenatal risk assessment in rural Guatemala. Journal of Medical Engineering & Technology 2016 November 16; 40 (7-8): pp. 356-371. 
@article{LisaStroux_2016_11_16_AnmHealth,
    author = "Stroux, Lisa and Martinez, Boris and Ixen, Enma Coyote and King, Nora and Hall-Clifford, Rachel and Rohloff, Peter and Clifford, Gari D",
    title = "An mHealth monitoring system for traditional birth attendant-led antenatal risk assessment in rural Guatemala",
    journal = "Journal of Medical Engineering \& Technology",
    date = "2016-11-16",
    issue = "7-8",
    url = "https://drive.google.com/file/d/1jO1zFmMFv\_qtOyMnW8IZM\_VtlpSM-3Jc/view?usp=sharing",
    pages = "356-371",
    volume = "40",
    note = "Publisher: Taylor {\\&} Francis"
}
91
Clifford GD. E-health in low to middle income countries. Journal of Medical Engineering & Technology 2016 November 16; 40 (7-8): pp. 336-341. 
@article{GariDClifford_2016_11_16_Ehealthin,
    author = "Clifford, Gari D",
    title = "E-health in low to middle income countries",
    journal = "Journal of Medical Engineering \& Technology",
    date = "2016-11-16",
    issue = "7-8",
    url = "https://drive.google.com/file/d/1pMEJABVIE\_6RT7WPguRKVxrOga53RRdt/view?usp=sharing",
    pages = "336-341",
    volume = "40",
    note = "Publisher: Taylor {\\&} Francis"
}
90
Tsanas A, Saunders K, Bilderbeck A, Palmius N, Osipov M, Clifford G, Goodwin G, Vos MD. Daily longitudinal self-monitoring of mood variability in bipolar disorder and borderline personality disorder. Journal of Affective Disorders 2016 November 15; 205: pp. 225-233. DOI: 10.1016/j.jad.2016.06.065. 
@article{ATsanas_2016_11_15_Dailylongitudinal,
    author = "Tsanas, A and Saunders, KEA and Bilderbeck, AC and Palmius, N and Osipov, M and Clifford, GD and Goodwin, G{M} and Vos, M De",
    title = "Daily longitudinal self-monitoring of mood variability in bipolar disorder and borderline personality disorder",
    date = "2016-11-15",
    journal = "Journal of Affective Disorders",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-iSzVFajdQR1lTbElsRGxEbHFMTHJ2d1J3cldn/view?usp=sharing\&resourcekey=0-dJbEe72gHv6MJ6fWgPRRhw",
    pages = "225-233",
    volume = "205",
    doi = "10.1016/j.jad.2016.06.065",
    note = "Publisher: Elsevier"
}
89
Behar J, Zhu T, Oster J, Niksch A, Mah DY, Chun T, Greenberg J, Tanner C, Harrop J, Sameni R, Ward J, Wolfberg AJ, Clifford GD. Evaluation of the fetal QT interval using non-invasive fetal ECG technology. Physiological Measurement 2016 September; 37 (9): pp. 1392-1403. 
@article{JoachimBehar_2016_08_02_Evaluationof,
    author = "Behar, Joachim and Zhu, Tingting and Oster, Julien and Niksch, Alisa and Mah, Douglas Y and Chun, Terrence and Greenberg, James and Tanner, Cassandre and Harrop, Jessica and Sameni, Reza and Ward, Jay and Wolfberg, Adam J and Clifford, Gari D",
    title = "Evaluation of the fetal QT interval using non-invasive fetal ECG technology",
    date = "2016-09",
    issue = "9",
    journal = "Physiological Measurement",
    url = "https://drive.google.com/file/d/1hXXVu8x7A0iWr0LyaTrpXSUQqMgL-vKZ/view?usp=sharing",
    pages = "1392-1403",
    volume = "37",
    note = "Publisher: IOP Publishing"
}
88
Palaniswami M, Marzbanrad F, Khandoker AH, Kimura Y, Clifford GD. Estimating Fetal Gestational Age Using Cardiac Valve Intervals. 2016 Computing in Cardiology Conference (CinC) 2016 September 14. 
@article{MarimuthuPalaniswami_2016_09_14_EstimatingFetal,
    author = "Palaniswami, Marimuthu and Marzbanrad, Faezeh and Khandoker, Ahsan H and Kimura, Yoshitaka and Clifford, Gari D",
    title = "Estimating Fetal Gestational Age Using Cardiac Valve Intervals",
    date = "2016-09-14",
    journal = "2016 Computing in Cardiology Conference (CinC)",
    url = "https://cir.nii.ac.jp/crid/1872272492431496448",
    note = "Publisher: Computing in Cardiology"
}
87
Clifford GD, Silva I, Moody B, Li Q, Kella D, Chahin A, Kooistra T, Perry D, Mark RG. False alarm reduction in critical care. Physiological measurement 2016 July 25; 37 (8): pp. E5-E23. 
@article{GariDClifford_2016_07_25_Falsealarm,
    author = "Clifford, Gari D and Silva, Ikaro and Moody, Benjamin and Li, Qiao and Kella, Danesh and Chahin, Abdullah and Kooistra, Tristan and Perry, Diane and Mark, Roger G",
    title = "False alarm reduction in critical care",
    date = "2016-07-25",
    issue = "8",
    journal = "Physiological measurement",
    url = "https://drive.google.com/file/d/1oUwu-Ep46Kb8axHAKvGPPGqVJ4Nc16NL/view?usp=sharing",
    pages = "E5-E23",
    volume = "37",
    note = "Publisher: IOP Publishing"
}
86
Breen C, Zhu T, Bond R, Finlay D, Clifford GD. The evaluation of an open source online training system for teaching 12 lead electrocardiographic interpretation. Journal of Electrocardiology 2016 May; 49 (3): pp. 454-461. 
@article{CathalBreen_2016_05_01_Theevaluation,
    author = "Breen, Cathal and Zhu, Tingting and Bond, Raymond and Finlay, Dewar and Clifford, Gari D",
    title = "The evaluation of an open source online training system for teaching 12 lead electrocardiographic interpretation",
    date = "2016-05",
    issue = "3",
    journal = "Journal of Electrocardiology",
    url = "https://drive.google.com/file/d/1fs38ileyHkPUPsYG52tXpgMETxePddOH/view?usp=sharing",
    pages = "454-461",
    volume = "49",
    note = "Publisher: Churchill Livingstone"
}
85
Springer DB, Tarassenko L, Clifford GD. Logistic regression-HSMM-based heart sound segmentation. IEEE Transactions on Biomedical Engineering 2016 April; 63 (4): pp. 822-832. 
@article{DavidBSpringer_2015_09_01_LogisticregressionHSMMbased,
    author = "Springer, David B and Tarassenko, Lionel and Clifford, Gari D",
    title = "Logistic regression-HSMM-based heart sound segmentation",
    date = "2016-04",
    issue = "4",
    journal = "IEEE Transactions on Biomedical Engineering",
    url = "https://drive.google.com/file/d/17JERIel3fKe6a0pKer4s0pelRkU3Pf83/view?usp=sharing",
    pages = "822-832",
    volume = "63",
    note = "Publisher: IEEE"
}
84
Andreotti F, Behar J, Zaunseder S, Oster J, Clifford GD. An open-source framework for stress-testing non-invasive foetal ECG extraction algorithms. Physiological Measurement 2016 April 12; 37 (5): pp. 627-648. 
@article{FernandoAndreotti_2016_04_12_Anopensource,
    author = "Andreotti, Fernando and Behar, Joachim and Zaunseder, Sebastian and Oster, Julien and Clifford, Gari D",
    title = "An open-source framework for stress-testing non-invasive foetal ECG extraction algorithms",
    date = "2016-04-12",
    issue = "5",
    journal = "Physiological Measurement",
    url = "https://drive.google.com/file/d/1i3AGVLO2mP\_VQ8XUDz8nsxr9oGCNLVvq/view?usp=sharing",
    pages = "627-648",
    volume = "37",
    note = "Publisher: IOP Publishing"
}
83
Behar J, Andreotti F, Zaunseder S, Oster J, Clifford GD. A practical guide to non-invasive foetal electrocardiogram extraction and analysis. Physiological Measurement 2016 April 12; 37 (5): pp. R1-R35. 
@article{JoachimBehar_2016_04_12_Apractical,
    author = "Behar, Joachim and Andreotti, Fernando and Zaunseder, Sebastian and Oster, Julien and Clifford, Gari D",
    title = "A practical guide to non-invasive foetal electrocardiogram extraction and analysis",
    journal = "Physiological Measurement",
    date = "2016-04-12",
    issue = "5",
    url = "https://drive.google.com/file/d/1HPaCyRbl4SNzTQ9Ya7z3QwmeglyCYvxI/view?usp=sharing",
    pages = "R1-R35",
    volume = "37",
    note = "Publisher: IOP Publishing"
}
82
Clifford GD. The use of sustainable and scalable health care technologies in developing countries. Innovation and Entrepreneurship in Health 2016 March 4; 3: pp. 35-46. 
@article{GariDClifford_2016_03_04_Theuse,
    author = "Clifford, Gari D",
    title = "The use of sustainable and scalable health care technologies in developing countries",
    date = "2016-03-04",
    journal = "Innovation and Entrepreneurship in Health",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-iOF9lYXdyUkRKMkE/view?usp=sharing\&resourcekey=0-1DCU-Q1oT8rXCoFG3Fxvgg",
    pages = "35-46",
    volume = "3",
    note = "Publisher: Dove Press"
}
81
Johnson AE, Ghassemi MM, Nemati S, Niehaus KE, Clifton DA, Clifford GD. Machine learning and decision support in critical care. Proceedings of the IEEE 2016 January 25; 104 (2): pp. 444-466. 
@article{AlistairEWJohnson_2016_01_25_Machinelearning,
    author = "Johnson, Alistair EW and Ghassemi, Mohammad M and Nemati, Shamim and Niehaus, Katherine E and Clifton, David A and Clifford, Gari D",
    title = "Machine learning and decision support in critical care",
    journal = "Proceedings of the IEEE",
    date = "2016-01-25",
    issue = "2",
    url = "https://drive.google.com/file/d/1to8Sca983tSk\_abhdib5SKVHHRfrNdZp/view?usp=sharing",
    pages = "444-466",
    volume = "104",
    note = "Publisher: IEEE"
}
80
Zhu T, Dunkley N, Behar J, Clifton DA, Clifford GD. Fusing continuous-valued medical labels using a Bayesian model. Annals of Biomedical Engineering 2015 December; 43: pp. 2892-2902. 
@article{TingtingZhu_2015_12_Fusingcontinuousvalued,
    author = "Zhu, Tingting and Dunkley, Nic and Behar, Joachim and Clifton, David A and Clifford, Gari D",
    title = "Fusing continuous-valued medical labels using a Bayesian model",
    date = "2015-12",
    journal = "Annals of Biomedical Engineering",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-iVUxnbmJ2NV85T2s/view?usp=sharing\&resourcekey=0-MiMjnpPlULoUicGRQeOiOw",
    pages = "2892-2902",
    volume = "43",
    note = "Publisher: Springer US"
}
79
Peace A, Ramsewak A, Cairns A, Finlay D, Guldenring D, Clifford GD, Bond R. Using computerised interactive response technology to assess electrocardiographers and for aggregating diagnoses. Journal of Electrocardiology 2015 November; 48 (6): pp. 995-999. 
@article{AaronPeace_2015_11_01_Usingcomputerised,
    author = "Peace, Aaron and Ramsewak, Adesh and Cairns, Andrew and Finlay, Dewar and Guldenring, Daniel and Clifford, Gari D and Bond, Raymond",
    title = "Using computerised interactive response technology to assess electrocardiographers and for aggregating diagnoses",
    date = "2015-11",
    issue = "6",
    journal = "Journal of Electrocardiology",
    url = "https://drive.google.com/file/d/1O7XXnA60M4NFdVx9RtmLV9VUQmAt7BkZ/view?usp=sharing",
    pages = "995-999",
    volume = "48",
    note = "Publisher: Churchill Livingstone"
}
78
Oster J, Clifford GD. Impact of the presence of noise on RR interval-based atrial fibrillation detection. Journal of Electrocardiology 2015 November; 48 (6): pp. 947-951. 
@article{JulienOster_2015_11_01_Impactof,
    author = "Oster, Julien and Clifford, Gari D",
    title = "Impact of the presence of noise on RR interval-based atrial fibrillation detection",
    date = "2015-11",
    issue = "6",
    journal = "Journal of Electrocardiology",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-iZEFPbmJFZkNhQ3l4RGQ4Ym12NFlnanhqRnhF/view?usp=sharing\&resourcekey=0-ZIqTSTUJyEgiH0IuDeEKLw",
    pages = "947-951",
    volume = "48",
    note = "Publisher: Churchill Livingstone"
}
77
Oster J, Llinares R, Payne S, Tse ZTH, Schmidt EJ, Clifford GD. Comparison of three artificial models of the magnetohydrodynamic effect on the electrocardiogram. Computer Methods in Biomechanics and Biomedical Engineering 2015 October 3; 18 (13): pp. 1400-1417. 
@article{JulienOster_2015_10_03_Comparisonof,
    author = "Oster, Julien and Llinares, Raul and Payne, Stephen and Tse, Zion Tsz Ho and Schmidt, Ehud Jeruham and Clifford, Gari D",
    title = "Comparison of three artificial models of the magnetohydrodynamic effect on the electrocardiogram",
    date = "2015-10-03",
    issue = "13",
    journal = "Computer Methods in Biomechanics and Biomedical Engineering",
    url = "https://drive.google.com/file/d/1kOof-pGdQdaprL03Scy8ei5hI1DMZ99V/view?usp=sharing",
    pages = "1400-1417",
    volume = "18",
    note = "Publisher: Taylor {\\&} Francis"
}
76
Osipov M, Behzadi Y, Kane JM, Petrides G, Clifford GD. Objective identification and analysis of physiological and behavioral signs of schizophrenia. Journal of Mental Health 2015 September 3; 24 (5): pp. 276-282. 
@article{MaximOsipov_2015_09_03_Objectiveidentification,
    author = "Osipov, Maxim and Behzadi, Yashar and Kane, John M and Petrides, Georgios and Clifford, Gari D",
    title = "Objective identification and analysis of physiological and behavioral signs of schizophrenia",
    date = "2015-09-03",
    issue = "5",
    journal = "Journal of Mental Health",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-iNUcza05XNlRsZ0wwUnhzS19UT05GZkFqQ3hv/view?usp=sharing\&resourcekey=0-ydZK5P4gvuX5uWcnxvByCQ",
    pages = "276-282",
    volume = "24",
    note = "Publisher: Informa Healthcare"
}
75
Roebuck A, Clifford GD. Comparison of standard and novel signal analysis approaches to obstructive sleep apnea classification. Frontiers in Bioengineering and Biotechnology 2015 August 27; 3: p. 114. DOI: 10.3389/fbioe.2015.00114. 
@article{AoifeRoebuck_2015_08_27_Comparisonof,
    author = "Roebuck, Aoife and Clifford, Gari D",
    title = "Comparison of standard and novel signal analysis approaches to obstructive sleep apnea classification",
    date = "2015-08-27",
    journal = "Frontiers in Bioengineering and Biotechnology",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-idzYxTHpValVONXp0ZVMzS3RBS2FxV2lsck9z/view?usp=sharing\&resourcekey=0-ZDdKZjFYaZC1BEwvYTMXyg",
    pages = "114",
    volume = "3",
    doi = "10.3389/fbioe.2015.00114",
    note = "Publisher: Frontiers"
}
74
Raghu A, Praveen D, Peiris D, Tarassenko L, Clifford GD. Implications of cardiovascular disease risk assessment using the WHO/ISH risk prediction charts in rural India. PLoS One 2015 August 19; 10 (8): p. e0133618. 
@article{ArvindRaghu_2015_08_19_Implicationsof,
    author = "Raghu, Arvind and Praveen, Devarsetty and Peiris, David and Tarassenko, Lionel and Clifford, Gari D",
    title = "Implications of cardiovascular disease risk assessment using the WHO/ISH risk prediction charts in rural India",
    date = "2015-08-19",
    issue = "8",
    journal = "PLoS One",
    url = "https://drive.google.com/file/d/1zdYUJMW4btheDUE03TvovcI-AT0J3L37/view?usp=sharing",
    pages = "e0133618",
    volume = "10",
    note = "Publisher: Public Library of Science"
}
73
Pimentel MA, Santos MD, Springer DB, Clifford GD. Heart beat detection in multimodal physiological data using a hidden semi-Markov model and signal quality indices. Physiological Measurement 2015 July 28; 36 (8): pp. 1717-1727. 
@article{MarcoAFPimentel_2015_07_28_Heartbeat,
    author = "Pimentel, Marco AF and Santos, Mauro D and Springer, David B and Clifford, Gari D",
    title = "Heart beat detection in multimodal physiological data using a hidden semi-Markov model and signal quality indices",
    date = "2015-07-28",
    issue = "8",
    journal = "Physiological Measurement",
    url = "https://drive.google.com/file/d/122l9SN\_8eD79u5eofoVwxI\_FnPqOhvaP/view?usp=sharing",
    pages = "1717-1727",
    volume = "36",
    note = "Publisher: IOP Publishing"
}
72
Johnson AE, Behar J, Andreotti F, Clifford GD, Oster J. Multimodal heart beat detection using signal quality indices. Physiological Measurement 2015 July 28; 36 (8): pp. 1665-1677. 
@article{AlistairEWJohnson_2015_07_28_Multimodalheart,
    author = "Johnson, Alistair EW and Behar, Joachim and Andreotti, Fernando and Clifford, Gari D and Oster, Julien",
    title = "Multimodal heart beat detection using signal quality indices",
    date = "2015-07-28",
    issue = "8",
    journal = "Physiological Measurement",
    url = "https://drive.google.com/file/d/1fz0lsdBzj7HCsg7NTmjGWeQai0hrxIGv/view?usp=sharing",
    pages = "1665-1677",
    volume = "36",
    note = "Publisher: IOP Publishing"
}
71
Silva I, Moody B, Behar J, Johnson A, Oster J, Clifford GD, Moody GB. Robust detection of heart beats in multimodal data. Physiological Measurement 2015 July 28; 36 (8): pp. 1629-1644. 
@article{IkaroSilva_2015_07_28_Robustdetection,
    author = "Silva, Ikaro and Moody, Benjamin and Behar, Joachim and Johnson, Alistair and Oster, Julien and Clifford, Gari D and Moody, George B",
    title = "Robust detection of heart beats in multimodal data",
    date = "2015-07-28",
    issue = "8",
    journal = "Physiological Measurement",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-iblJzSXliUGtJUUU/view?usp=sharing\&resourcekey=0-6OC\_3WLWt\_f9g9r-9lNLKQ",
    pages = "1629-1644",
    volume = "36",
    note = "Publisher: IOP Publishing"
}
70
Raghu A, Praveen D, Peiris D, Tarassenko L, Clifford GD. Engineering a mobile health tool for resource-poor settings to assess and manage cardiovascular disease risk: SMARThealth study. BMC Medical Informatics and Decision Making 2015 April 29; 15 (36). DOI: 10.1186/s12911-015-0148-4. 
@article{ArvindRaghu_2015_12_Engineeringa,
    author = "Raghu, Arvind and Praveen, Devarsetty and Peiris, David and Tarassenko, Lionel and Clifford, Gari D",
    title = "Engineering a mobile health tool for resource-poor settings to assess and manage cardiovascular disease risk: SMARThealth study",
    date = "2015-04-29",
    issue = "36",
    journal = "BMC Medical Informatics and Decision Making",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-ib3ZTRldKZjhGNHg1eTk5SHd4SFk5TDFoYmZr/view?usp=sharing\&resourcekey=0-xsUzs\_AsaJkQ-alNxIjUuA",
    volume = "15",
    doi = "10.1186/s12911-015-0148-4",
    note = "Publisher: BioMed Central"
}
69
Tsanas A, Clifford GD. Stage-independent, single lead EEG sleep spindle detection using the continuous wavelet transform and local weighted smoothing. Frontiers in Human Neuroscience 2015 April 8; 9: p. 181. DOI: 10.3389/fnhum.2015.00181. 
@article{AthanasiosTsanas_2015_04_08_Stageindependentsingle,
    author = "Tsanas, Athanasios and Clifford, Gari D",
    title = "Stage-independent, single lead EEG sleep spindle detection using the continuous wavelet transform and local weighted smoothing",
    date = "2015-04-08",
    journal = "Frontiers in Human Neuroscience",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-iMzhqOWdpZFpLZHJ0Y3ZMQ3M1U2U3TW9RM0pr/view?usp=sharing\&resourcekey=0-9T\_z2mpAFtPHhMLMpm3FJg",
    pages = "181",
    volume = "9",
    doi = "10.3389/fnhum.2015.00181",
    note = "Publisher: Frontiers Media SA"
}
68
Oster J, Behar J, Sayadi O, Nemati S, Johnson A, Clifford GD. Semisupervised ECG ventricular beat classification with novelty detection based on switching Kalman filters. IEEE Transactions on Biomedical Engineering 2015 February 10; 62 (9): pp. 2125-2134. 
@article{JulienOster_2015_02_10_SemisupervisedECG,
    author = "Oster, Julien and Behar, Joachim and Sayadi, Omid and Nemati, Shamim and Johnson, A and Clifford, Gari D",
    title = "Semisupervised ECG ventricular beat classification with novelty detection based on switching Kalman filters",
    date = "2015-02-10",
    journal = "IEEE Transactions on Biomedical Engineering",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-iNm1nbG5yMzduWThwZlEyVy1RU3NnN0ZFLUsw/view?usp=sharing\&resourcekey=0-99JE1eubyMOoljCn7\_Pt7A",
    pages = "2125-2134",
    volume = "62",
    issue = "9",
    note = "Publisher: IEEE"
}
67
Bond R, Kligfield P, Zhu T, Finlay D, Drew B, Guldenring D, Breen C, Clifford G, Wagner G. Novel approach to documenting expert ECG interpretation using eye tracking technology: a historical and biographical representation of the late Dr Rory Childers in action. Journal of Electrocardiology 2015 January; 48 (1): pp. 43-44. 
@article{RRBond_2015_01_01_Novelapproach,
    author = "Bond, RR and Kligfield, PD and Zhu, T and Finlay, DD and Drew, Barbara and Guldenring, Daniel and Breen, Cathal and Clifford, GD and Wagner, GS",
    title = "Novel approach to documenting expert ECG interpretation using eye tracking technology: a historical and biographical representation of the late Dr Rory Childers in action",
    date = "2015-01",
    issue = "1",
    journal = "Journal of Electrocardiology",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-iY2pqbDBibGZPOFU/view?usp=sharing\&resourcekey=0-9B3xrbbKw3Wo4pqwfyYa0g",
    pages = "43-44",
    volume = "48",
    note = "Publisher: Churchill Livingstone"
}
66
Li Q, Rajagopalan C, Clifford GD. A machine learning approach to multi-level ECG signal quality classification. Computer methods and programs in biomedicine 2014 December; 117 (3): pp. 435-447. 
@article{QiaoLi_2014_12_01_Amachine,
    author = "Li, Qiao and Rajagopalan, Cadathur and Clifford, Gari D",
    title = "A machine learning approach to multi-level ECG signal quality classification",
    date = "2014-12",
    issue = "3",
    journal = "Computer methods and programs in biomedicine",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-iazAwaHJrRW5yQWM/view?usp=sharing\&resourcekey=0-dw3os6pQMZTbDcB8r2ZdHA",
    pages = "435-447",
    volume = "117",
    note = "Publisher: Elsevier"
}
65
Praveen D, Patel A, Raghu A, Clifford GD, Maulik PK, Abdul AM, Mogulluru K, Tarassenko L, MacMahon S, Peiris D. SMARTHealth India: development and field evaluation of a mobile clinical decision support system for cardiovascular diseases in rural India. JMIR mHealth and uHealth 2014 December 8; 2 (4): p. e54. 
@article{DevarsettyPraveen_2014_12_08_SMARTHealthIndia,
    author = "Praveen, Devarsetty and Patel, Anushka and Raghu, Arvind and Clifford, Gari D and Maulik, Pallab K and Abdul, Ameer Mohammad and Mogulluru, Kishor and Tarassenko, Lionel and MacMahon, Stephen and Peiris, David",
    title = "SMARTHealth India: development and field evaluation of a mobile clinical decision support system for cardiovascular diseases in rural India",
    date = "2014-12-08",
    issue = "4",
    journal = "JMIR mHealth and uHealth",
    url = "https://drive.google.com/file/d/1pB90TczVBORohi9PiFOFNkuSBQ1NMXGi/view?usp=sharing",
    pages = "e54",
    volume = "2",
    note = "Publisher: JMIR Publications Inc., Toronto, Canada"
}
64
Bond R, Zhu T, Finlay D, Drew B, Kligfield P, Guldenring D, Breen C, Gallagher A, Daly M, Clifford G. Assessing computerized eye tracking technology for gaining insight into expert interpretation of the 12-lead electrocardiogram: an objective quantitative approach. Journal of Electrocardiology 2014 November; 47 (6): pp. 895-906. 
@article{RRBond_2014_11_01_Assessingcomputerized,
    author = "Bond, RR and Zhu, Tingting and Finlay, DD and Drew, B and Kligfield, PD and Guldenring, Daniel and Breen, Cathal and Gallagher, AG and Daly, MJ and Clifford, GD",
    title = "Assessing computerized eye tracking technology for gaining insight into expert interpretation of the 12-lead electrocardiogram: an objective quantitative approach",
    date = "2014-11",
    issue = "6",
    journal = "Journal of Electrocardiology",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-idFEzT19rVmhMdVk/view?usp=sharing\&resourcekey=0-suNFDrezx80Fz3pmi8qeCQ",
    pages = "895-906",
    volume = "47",
    note = "Publisher: Churchill Livingstone"
}
63
Clark IA, Niehaus KE, Duff EP, Simplicio MCD, Clifford GD, Smith SM, Mackay CE, Woolrich MW, Holmes EA. First steps in using machine learning on fMRI data to predict intrusive memories of traumatic film footage. Behaviour Research and Therapy 2014 November; 62: pp. 37-46. DOI: 10.1016/j.brat.2014.07.010. 
@article{IanAClark_2014_11_01_Firststeps,
    author = "Clark, Ian A and Niehaus, Katherine E and Duff, Eugene P and Simplicio, Martina C Di and Clifford, Gari D and Smith, Stephen M and Mackay, Clare E and Woolrich, Mark W and Holmes, Emily A",
    title = "First steps in using machine learning on fMRI data to predict intrusive memories of traumatic film footage",
    date = "2014-11",
    journal = "Behaviour Research and Therapy",
    url = "https://drive.google.com/file/d/19d39dFJqT12WhbsETrl8tBa\_HPNF8S0h/view?usp=sharing",
    pages = "37-46",
    volume = "62",
    doi = "10.1016/j.brat.2014.07.010",
    note = "Publisher: Pergamon"
}
62
Clifford GD, Gederi E. Out of Touch: From audio recordings to phone apps to mattress sensors, noncontact systems offer a less cumbersome way to monitor sleep. IEEE Pulse 2014 September 20; 5 (5): pp. 19-21. 
@article{GariDClifford_2014_09_20_Outof,
    author = "Clifford, Gari D and Gederi, Elnaz",
    title = "Out of Touch: From audio recordings to phone apps to mattress sensors, noncontact systems offer a less cumbersome way to monitor sleep",
    date = "2014-09-20",
    issue = "5",
    journal = "IEEE Pulse",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-idWhJaXF0dXVXc3M/view?usp=sharing\&resourcekey=0-X\_x3qWePzxF2ZYFHYySNYQ",
    pages = "19-21",
    volume = "5",
    note = "Publisher: IEEE"
}
61
Gederi E, Nemati S, Edwards BA, Clifford GD, Malhotra A, Wellman A. Model-based estimation of loop gain using spontaneous breathing: a validation study. Respiratory Physiology & Neurobiology 2014 September 15; 201: pp. 84-92. DOI: 10.1016/j.resp.2014.07.002. 
@article{ElnazGederi_2014_09_15_Modelbasedestimation,
    author = "Gederi, Elnaz and Nemati, Shamim and Edwards, Bradley A and Clifford, Gari D and Malhotra, Atul and Wellman, Andrew",
    title = "Model-based estimation of loop gain using spontaneous breathing: a validation study",
    date = "2014-09-15",
    journal = "Respiratory Physiology \& Neurobiology",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-icEpSVWoxT3ljMjQ/view?usp=sharing\&resourcekey=0-xyHIon6TEVYZt56YibnKkA",
    pages = "84-92",
    volume = "201",
    doi = "10.1016/j.resp.2014.07.002",
    note = "Publisher: Elsevier"
}
60
Clifford GD, Silva I, Behar J, Moody GB. Non-invasive fetal ECG analysis. Physiological Measurement 2014 July 28; 35 (8): pp. 1521-1536. 
@article{GariDClifford_2014_07_28_Noninvasivefetal,
    author = "Clifford, Gari D and Silva, Ikaro and Behar, Joachim and Moody, George B",
    title = "Non-invasive fetal ECG analysis",
    date = "2014-07-28",
    issue = "8",
    journal = "Physiological Measurement",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-iMV9CWWxqVjl1cms/view?usp=sharing\&resourcekey=0-eW2h4frOJNEUG5ZK2m6DIw",
    pages = "1521-1536",
    volume = "35",
    note = "Publisher: IOP Publishing"
}
59
Behar J, Oster J, Clifford GD. Combining and benchmarking methods of foetal ECG extraction without maternal or scalp electrode data. Physiological Measurement 2014 July 28; 35 (8): pp. 1569-1589. 
@article{JoachimBehar_2014_07_28_Combiningand,
    author = "Behar, Joachim and Oster, Julien and Clifford, Gari D",
    title = "Combining and benchmarking methods of foetal ECG extraction without maternal or scalp electrode data",
    date = "2014-07-28",
    issue = "8",
    journal = "Physiological Measurement",
    url = "https://drive.google.com/file/d/0B8DATgJsTasOazVySG4yMlpnWTg/view?usp=sharing\&resourcekey=0-LFRY17fo3qMQkOFkdxpHwQ",
    pages = "1569-1589",
    volume = "35",
    note = "Publisher: IOP Publishing"
}
58
Behar J, Andreotti F, Zaunseder S, Li Q, Oster J, Clifford GD. An ECG simulator for generating maternal-foetal activity mixtures on abdominal ECG recordings. Physiological Measurement 2014 July 28; 35 (8): pp. 1537-1550. 
@article{JoachimBehar_2014_07_28_AnECG,
    author = "Behar, Joachim and Andreotti, Fernando and Zaunseder, Sebastian and Li, Qiao and Oster, Julien and Clifford, Gari D",
    title = "An ECG simulator for generating maternal-foetal activity mixtures on abdominal ECG recordings",
    date = "2014-07-28",
    issue = "8",
    journal = "Physiological Measurement",
    url = "https://drive.google.com/file/d/0B8DATgJsTasOdi1ILVpfaDFVdjg/view?usp=sharing\&resourcekey=0-TVOBPEvhUQ7oWcjOYVu-Dw",
    pages = "1537-1550",
    volume = "35",
    note = "Publisher: IOP Publishing"
}
57
Li Q, Rajagopalan C, Clifford GD. Ventricular fibrillation and tachycardia classification using a machine learning approach. IEEE Transactions on Biomedical Engineering 2014 June; 61 (6): pp. 1607-1613. 
@article{QiaoLi_2013_07_26_Ventricularfibrillation,
    author = "Li, Qiao and Rajagopalan, Cadathur and Clifford, Gari D",
    title = "Ventricular fibrillation and tachycardia classification using a machine learning approach",
    date = "2014-06",
    issue = "6",
    journal = "IEEE Transactions on Biomedical Engineering",
    url = "https://drive.google.com/file/d/0Bwuv4aB8PP1bLXJYZ2gzbXV6UVk/view?usp=sharing\&resourcekey=0--OurckkKOX1t0flyRCoECw",
    pages = "1607-1613",
    volume = "61",
    note = "Publisher: IEEE"
}
56
Behar J, Johnson A, Clifford GD, Oster J. A comparison of single channel fetal ECG extraction methods. Annals of Biomedical Engineering 2014 June; 42 (6): pp. 1340-1353. 
@article{JoachimBehar_2014_06_Acomparison,
    author = "Behar, Joachim and Johnson, Alistair and Clifford, Gari D and Oster, Julien",
    title = "A comparison of single channel fetal ECG extraction methods",
    date = "2014-06",
    journal = "Annals of Biomedical Engineering",
    url = "https://drive.google.com/file/d/0B8DATgJsTasONVdJSElKNXQ4MTg/view?usp=sharing\&resourcekey=0-RihUDrEXupcavecBhOecQA",
    pages = "1340-1353",
    issue = "6",
    volume = "42",
    note = "Publisher: Springer US"
}
55
Tsanas A, Zañartu M, Little MA, Fox C, Ramig LO, Clifford GD. Robust fundamental frequency estimation in sustained vowels: Detailed algorithmic comparisons and information fusion with adaptive Kalman filtering. The Journal of the Acoustical Society of America 2014 May 1; 135 (5): pp. 2885-2901. 
@article{AthanasiosTsanas_2014_05_01_Robustfundamental,
    author = "Tsanas, Athanasios and Za{\\textasciitilde n}artu, Mat{\'\i}as and Little, Max A and Fox, Cynthia and Ramig, Lorraine O and Clifford, Gari D",
    title = "Robust fundamental frequency estimation in sustained vowels: Detailed algorithmic comparisons and information fusion with adaptive Kalman filtering",
    date = "2014-05-01",
    issue = "5",
    journal = "The Journal of the Acoustical Society of America",
    url = "https://drive.google.com/file/d/0B\_FrFymZ-wr4SV9jSVBZNk9HeGM/view?usp=sharing\&resourcekey=0-RTFzPcsYfBjUyiV4pz8t0Q",
    pages = "2885-2901",
    volume = "135",
    note = "Publisher: AIP Publishing"
}
54
Zhu T, Johnson AE, Behar J, Clifford GD. Crowd-sourced annotation of ECG signals using contextual information. Annals of Biomedical Engineering 2014 April; 42 (4). 
@article{TingtingZhu_2014_04_CrowdSourcedAnnotation,
    author = "Zhu, Tingting and Johnson, Alistair EW and Behar, Joachim and Clifford, Gari D",
    title = "Crowd-sourced annotation of ECG signals using contextual information",
    date = "2014-04",
    issue = "4",
    journal = "Annals of Biomedical Engineering",
    url = "https://drive.google.com/file/d/0B-JN4X\_-q3f5bGZuWjJ2eVdlTnM/view?usp=sharing\&resourcekey=0-7xuNjELyb6arMimF5nzPeA",
    volume = "42",
    note = "Publisher: Springer US"
}
53
Seely AJ, Bravi A, Herry C, Green G, Longtin A, Ramsay T, Fergusson D, McIntyre L, Kubelik D, Maziak DE, Ferguson N, Brown SM, Mehta S, Martin C, Rubenfeld G, Jacono FJ, Clifford GD, Fazekas A, Marshall J. Do heart and respiratory rate variability improve prediction of extubation outcomes in critically ill patients?. Critical Care 2014 April 8; 18 (2): p. R65. 
@article{AndrewJESeely_2014_04_Doheart,
    author = "Seely, Andrew JE and Bravi, Andrea and Herry, Christophe and Green, Geoffrey and Longtin, Andr{\'e} and Ramsay, Tim and Fergusson, Dean and McIntyre, Lauralyn and Kubelik, Dalibor and Maziak, Donna E and Ferguson, Niall and Brown, Samuel M and Mehta, Sangeeta and Martin, Claudio and Rubenfeld, Gordon and Jacono, Frank J and Clifford, Gari D and Fazekas, Anna and Marshall, John",
    title = "Do heart and respiratory rate variability improve prediction of extubation outcomes in critically ill patients?",
    date = "2014-04-08",
    issue = "2",
    journal = "Critical Care",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-ic1BBdWN6MWI0Tk0/view?usp=sharing\&resourcekey=0-aQVqxZnrvBxQO80mUj1sUw",
    pages = "R65",
    volume = "18",
    note = "Publisher: BioMed Central"
}
52
Tse ZTH, Dumoulin CL, Clifford GD, Schweitzer J, Qin L, Oster J, Jerosch-Herold M, Kwong RY, Michaud G, Stevenson WG, Schmidt EJ. A 1.5 T MRI-conditional 12-lead electrocardiogram for MRI and intra-MR intervention. Magnetic Resonance in Medicine 2014 March; 71 (3): pp. 1336-1347. 
@article{ZionTszHoTse_2014_03_A15,
    author = "Tse, Zion Tsz Ho and Dumoulin, Charles L and Clifford, Gari D and Schweitzer, Jeff and Qin, Lei and Oster, Julien and Jerosch{-}Herold, Michael and Kwong, Raymond Y and Michaud, Gregory and Stevenson, William G and Schmidt, Ehud J",
    title = "A 1.5 T MRI-conditional 12-lead electrocardiogram for MRI and intra-MR intervention",
    date = "2014-03",
    issue = "3",
    journal = "Magnetic Resonance in Medicine",
    url = "https://drive.google.com/file/d/1xhUnzIWH\_2LRRq9CrQg1wHiXBdZbePKn/view?usp=sharing",
    pages = "1336-1347",
    volume = "71"
}
51
Behar J, Roebuck A, Shahid M, Daly J, Hallack A, Palmius N, Stradling J, Clifford GD. SleepAp: an automated obstructive sleep apnoea screening application for smartphones. IEEE Journal of Biomedical and Health Informatics 2014 February 24; 19 (1): pp. 325-331. 
@article{JoachimBehar_2014_02_24_SleepApan,
    author = "Behar, Joachim and Roebuck, Aoife and Shahid, Mohammed and Daly, Jonathan and Hallack, Andre and Palmius, Niclas and Stradling, John and Clifford, Gari D",
    title = "SleepAp: an automated obstructive sleep apnoea screening application for smartphones",
    date = "2014-02-24",
    issue = "1",
    journal = "IEEE Journal of Biomedical and Health Informatics",
    url = "https://drive.google.com/file/d/0B8DATgJsTasORjdTR1FpTmtPeDA/view?usp=sharing\&resourcekey=0-SBXPcvuMC96oKlIW2AXKkQ",
    pages = "325-331",
    volume = "19",
    note = "Publisher: IEEE"
}
50
Roebuck A, Monasterio V, Gederi E, Osipov M, Behar J, Malhotra A, Penzel T, Clifford G. A review of signals used in sleep analysis. Physiological Measurement 2013 December 17; 35 (1): pp. R1-R57. 
@article{ARoebuck_2013_12_17_Areview,
    author = "Roebuck, A and Monasterio, V and Gederi, E and Osipov, M and Behar, J and Malhotra, A and Penzel, T and Clifford, GD",
    title = "A review of signals used in sleep analysis",
    date = "2013-12-17",
    issue = "1",
    journal = "Physiological Measurement",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-ibWhvWHN1WGlmN3M/view?usp=sharing\&resourcekey=0-WLhAsFEfqMKu5MmbjdG9-g",
    pages = "R1-R57",
    volume = "35",
    note = "Publisher: IOP Publishing"
}
49
Praveen D, Patel A, McMahon S, Prabhakaran D, Clifford GD, Maulik PK, Joshi R, Jan S, Heritier S, Peiris D. A multifaceted strategy using mobile technology to assist rural primary healthcare doctors and frontline health workers in cardiovascular disease risk management: protocol for the SMARTHealth India cluster randomised controlled trial. Implementation Science 2013 November 25; 8 (137). DOI: 10.1186/1748-5908-8-137. 
@article{DevarsettyPraveen_2013_09_25_Amultifaceted,
    author = "Praveen, Devarsetty and Patel, Anushka and McMahon, Stephen and Prabhakaran, Dorairaj and Clifford, Gari D and Maulik, Pallab K and Joshi, Rohina and Jan, Stephen and Heritier, Stephane and Peiris, David",
    title = "A multifaceted strategy using mobile technology to assist rural primary healthcare doctors and frontline health workers in cardiovascular disease risk management: protocol for the SMARTHealth India cluster randomised controlled trial",
    date = "2013-11-25",
    issue = "137",
    journal = "Implementation Science",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-iU0FNRndYeU14QlU/view?usp=sharing\&resourcekey=0-hb-58ev-0cxHxFjsay\_pDQ",
    volume = "8",
    doi = "10.1186/1748-5908-8-137"
}
48
Tarassenko L, Velardo C, Shah A, Gibson O, Clifford GD, Heneghan C, Rutter H, Farmer A. M-health for long-term management of COPD. International Journal of Integrated Care 2013 November 20; 13 (7). DOI: 10.5334/ijic.1434. 
@article{LionelTarassenko_2013_11_20_Mhealthfor,
    author = "Tarassenko, Lionel and Velardo, Carmelo and Shah, Ahmar and Gibson, Oliver and Clifford, Gari D and Heneghan, Carl and Rutter, Heather and Farmer, Andrew",
    title = "M-health for long-term management of COPD",
    date = "2013-11-20",
    issue = "7",
    journal = "International Journal of Integrated Care",
    url = "https://drive.google.com/file/d/1slQekjkFguav-TVXziZ9CLsSWrwCu5Yr/view?usp=sharing",
    volume = "13",
    doi = "10.5334/ijic.1434"
}
47
Krug JW, Rose G, Clifford GD, Oster J. ECG-based gating in ultra high field cardiovascular magnetic resonance using an independent component analysis approach. Journal of Cardiovascular Magnetic Resonance 2013 November 19; 15 (1). DOI: 10.1186/1532-429X-15-104. 
@article{JohannesWKrug_2013_12_ECGbasedgating,
    author = "Krug, Johannes W and Rose, Georg and Clifford, Gari D and Oster, Julien",
    title = "ECG-based gating in ultra high field cardiovascular magnetic resonance using an independent component analysis approach",
    date = "2013-11-19",
    issue = "1",
    journal = "Journal of Cardiovascular Magnetic Resonance",
    url = "https://drive.google.com/file/d/1DVwgu0OytrWQ1IWdPv8fGIBGGUHUYdL5/view?usp=sharing",
    doi = "10.1186/1532-429X-15-104",
    volume = "15",
    note = "Publisher: BioMed Central"
}
46
Behar J, Roebuck A, Domingos JS, Gederi E, Clifford GD. A review of current sleep screening applications for smartphones. Physiological Measurement 2013 July; 34 (7): pp. R29-R46. 
@article{JoachimBehar_2013_06_17_Areview,
    author = "Behar, Joachim and Roebuck, Aoife and Domingos, Joao S and Gederi, Elnaz and Clifford, Gari D",
    title = "A review of current sleep screening applications for smartphones",
    journal = "Physiological Measurement",
    date = "2013-07",
    issue = "7",
    url = "https://drive.google.com/file/d/0B8DATgJsTasOUHhZX1NNRTFkZXc/view?usp=sharing\&resourcekey=0-JoWl-NpPhDr8Oqz8fDQjEA",
    pages = "R29-R46",
    volume = "34",
    note = "Publisher: IOP Publishing"
}
45
Johnson AE, Kramer AA, Clifford GD. A new severity of illness scale using a subset of acute physiology and chronic health evaluation data elements shows comparable predictive accuracy. Critical Care Medicine 2013 July 1; 41 (7): pp. 1711-1718. 
@article{AlistairEWJohnson_2013_07_01_Anew,
    author = "Johnson, Alistair EW and Kramer, Andrew A and Clifford, Gari D",
    title = "A new severity of illness scale using a subset of acute physiology and chronic health evaluation data elements shows comparable predictive accuracy",
    date = "2013-07-01",
    issue = "7",
    journal = "Critical Care Medicine",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-iYklRbDN0WFRiREU/view?usp=sharing\&resourcekey=0-u-t-ueCbqNWbYiDi\_xe8Fw",
    pages = "1711-1718",
    volume = "41",
    note = "Publisher: LWW"
}
44
Behar J, Oster J, Li Q, Clifford GD. ECG signal quality during arrhythmia and its application to false alarm reduction. IEEE Transactions on Biomedical Engineering 2013 June; 60 (6): pp. 1660-1666. 
@article{JoachimBehar_2013_01_15_ECGSignal,
    author = "Behar, Joachim and Oster, Julien and Li, Qiao and Clifford, Gari D.",
    title = "ECG signal quality during arrhythmia and its application to false alarm reduction",
    date = "2013-06",
    issue = "6",
    journal = "IEEE Transactions on Biomedical Engineering",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-iSF9MS0tQMnhCRWM/view?usp=sharing\&resourcekey=0-XqyDx9m1jNPxVAIbs\_swSw",
    pages = "1660-1666",
    volume = "60",
    note = "Publisher: IEEE"
}
43
Mayaud L, Lai PS, Clifford GD, Tarassenko L, Celi LAG, Annane D. Dynamic data during hypotensive episode improves mortality predictions among patients with sepsis and hypotension. Critical Care Medicine 2013 April; 41 (4): pp. 954-962. 
@article{LouisMayaud_2013_04_Dynamicdata,
    author = "Mayaud, Louis and Lai, Peggy S and Clifford, Gari D and Tarassenko, Lionel and Celi, Leo Anthony G and Annane, Djillali",
    title = "Dynamic data during hypotensive episode improves mortality predictions among patients with sepsis and hypotension",
    date = "2013-04",
    issue = "4",
    journal = "Critical Care Medicine",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-ibXFYUGJkLVpKZ1U/view?usp=sharing\&resourcekey=0-m9F8MaLmaGDakbeBf4ZucQ",
    pages = "954-962",
    volume = "41",
    note = "Publisher: NIH Public Access"
}
42
Li Q, Clifford GD. Signal quality and data fusion for false alarm reduction in the intensive care unit. Journal of Electrocardiology 2012 November; 45 (6): pp. 596-603. 
@article{QiaoLi_2012_09_06_Signalquality,
    author = "Li, Qiao and Clifford, Gari D",
    title = "Signal quality and data fusion for false alarm reduction in the intensive care unit",
    date = "2012-11",
    issue = "6",
    journal = "Journal of Electrocardiology",
    url = "https://drive.google.com/file/d/0Bwuv4aB8PP1bZjdiWHJNMlhPNk0/view?usp=sharing\&resourcekey=0-ONeKgYil\_JOnna0\_8iKBjg",
    pages = "596-603",
    volume = "45",
    note = "Publisher: Churchill Livingstone"
}
41
Monasterio V, Burgess F, Clifford GD. Robust classification of neonatal apnoea-related desaturations. Physiological Measurement 2012 September; 33 (9): pp. 1503-1516. 
@article{VioletaMonasterio_2012_08_17_Robustclassification,
    author = "Monasterio, Violeta and Burgess, Fred and Clifford, Gari D",
    title = "Robust classification of neonatal apnoea-related desaturations",
    date = "2012-09",
    issue = "9",
    journal = "Physiological Measurement",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-iUVV2bENGb0pieXc/view?usp=sharing\&resourcekey=0-i3tNOXC\_XZ8co6ErQgI-zA",
    pages = "1503-1516",
    volume = "33",
    note = "Publisher: IOP Publishing"
}
40
Li Q, Clifford GD. Dynamic time warping and machine learning for signal quality assessment of pulsatile signals. Physiological Measurement 2012 September; 33 (9): pp. 1491-1501. 
@article{QiaoLi_2012_08_17_Dynamictime,
    author = "Li, Qiao and Clifford, Gari D",
    title = "Dynamic time warping and machine learning for signal quality assessment of pulsatile signals",
    date = "2012-09",
    issue = "9",
    journal = "Physiological Measurement",
    url = "https://drive.google.com/file/d/0Bwuv4aB8PP1bM1p0V0FzcWJqZHc/view?usp=sharing\&resourcekey=0-f40JgUVdcDvr4fqmBhitwQ",
    pages = "1491-1501",
    volume = "33",
    note = "Publisher: IOP Publishing"
}
39
Clifford G, Behar J, Li Q, Rezek I. Signal quality indices and data fusion for determining clinical acceptability of electrocardiograms. Physiological Measurement 2012 September; 33 (9): pp. 1419-1433. 
@article{GDClifford_2012_08_17_Signalquality,
    author = "Clifford, GD and Behar, J and Li, Q and Rezek, Iead",
    title = "Signal quality indices and data fusion for determining clinical acceptability of electrocardiograms",
    date = "2012-09",
    issue = "9",
    journal = "Physiological Measurement",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-iZGx2enJ3WUxxT3M/view?usp=sharing\&resourcekey=0-tSgm71EeECc4uMwT6vKARw",
    pages = "1419-1433",
    volume = "33",
    note = "Publisher: IOP Publishing"
}
38
Clifford GD, Moody GB. Signal quality in cardiorespiratory monitoring. Physiological Measurement 2012 September; 33 (9): p. E01. 
@article{GariDClifford_2012_09_01_Signalquality,
    author = "Clifford, Gari D and Moody, George B",
    title = "Signal quality in cardiorespiratory monitoring",
    date = "2012-09",
    issue = "9",
    journal = "Physiological Measurement",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-iMjluc3Qza2VoQTA/view?usp=sharing\&resourcekey=0-6Ir9qSV1ULQqX1apVpZ7FA",
    pages = "E01",
    volume = "33",
    note = "Publisher: IOP Publishing"
}
37
Clifford GD, Clifton D. Wireless technology in disease management and medicine. Annual Review of Medicine 2012 February; 63 (25): pp. 479-492. 
@article{GariDClifford_2012_01_WirelessTechnology,
    author = "Clifford, Gari D and Clifton, David",
    title = "Wireless technology in disease management and medicine",
    date = "2012-02",
    issue = "25",
    journal = "Annual Review of Medicine",
    url = "https://drive.google.com/file/d/1JnA7RWRvbhzrQAQvjJKvjaoVh4BYdixJ/view?usp=sharing",
    pages = "479-492",
    volume = "63",
    note = "Publisher: DOI: 10.1146/annurev-med-051210-1146",
    dio = "10.1146/annurev-med-051210-114650"
}
36
Campana LM, Clifford GD, Trinder J, Pittman SD, Malhotra A. A possible method to predict response to non-pharmacological insomnia therapy. Journal of Clinical Sleep Medicine 2011 August 15; 7 (4): pp. 370-375. 
@article{LisaMCampana_2011_08_15_Apossible,
    author = "Campana, Lisa M and Clifford, Gari D and Trinder, John and Pittman, Stephen D and Malhotra, Atul",
    title = "A possible method to predict response to non-pharmacological insomnia therapy",
    date = "2011-08-15",
    issue = "4",
    journal = "Journal of Clinical Sleep Medicine",
    url = "https://drive.google.com/file/d/1ac1Sy-hYHF-ft4Yi443eguGF\_ouq41yr/view?usp=sharing",
    pages = "370-375",
    volume = "7",
    note = "Publisher: American Academy of Sleep Medicine"
}
35
Clifford GD, Sameni R, Ward J, Robinson J, Wolfberg AJ. Clinically accurate fetal ECG parameters acquired from maternal abdominal sensors. American Journal of Obstetrics and Gynecology 2011 July; 205 (1): pp. 47.e1-5. 
@article{GariClifford_2011_07_Clinicallyaccurate,
    author = "Clifford, Gari D and Sameni, Reza and Ward, Jay and Robinson, Julian and Wolfberg, Adam J",
    title = "Clinically accurate fetal ECG parameters acquired from maternal abdominal sensors",
    date = "2011-07",
    issue = "1",
    journal = "American Journal of Obstetrics and Gynecology",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-iV3RPcjJZaXM2aFk/view?usp=sharing\&resourcekey=0-vGWNeHv-D00AkWHjqKmDAw",
    pages = "47.e1-5",
    volume = "205",
    note = "Publisher: Mosby"
}
34
Saeed M, Villarroel M, Reisner AT, Clifford GD, Lehman L, Moody G, Heldt T, Kyaw TH, Moody B, Mark RG. Multiparameter Intelligent Monitoring in Intensive Care II (MIMIC-II): a public-access intensive care unit database. Critical Care Medicine 2011 May; 39 (5): pp. 952-960. 
@article{MohammedSaeed_2011_05_MultiparameterIntelligent,
    author = "Saeed, Mohammed and Villarroel, Mauricio and Reisner, Andrew T and Clifford, Gari D and Lehman, Li-Wei and Moody, George and Heldt, Thomas and Kyaw, Tin H and Moody, Benjamin and Mark, Roger G",
    title = "Multiparameter Intelligent Monitoring in Intensive Care II (MIMIC-II): a public-access intensive care unit database",
    date = "2011-05",
    issue = "5",
    journal = "Critical Care Medicine",
    url = "https://drive.google.com/file/d/1FSvPURAyVYPZNBv2ijvP0GlYak4WocVz/view?usp=sharing",
    pages = "952-960",
    volume = "39",
    note = "Publisher: NIH Public Access"
}
33
Nemati S, Abdala O, Bazin V, Yim-Yeh S, Malhotra A, Clifford GD. A nonparametric surrogate-based test of significance for T-wave alternans detection. IEEE Transactions on Biomedical Engineering 2011 May; 58 (5): pp. 1356-1364. 
@article{ShamimNemati_2011_05_Anonparametric,
    author = "Nemati, Shamim and Abdala, Omar and Bazin, V and Yim-Yeh, Susie and Malhotra, Atul and Clifford, Gari D",
    title = "A nonparametric surrogate-based test of significance for T-wave alternans detection",
    date = "2011-05",
    issue = "5",
    journal = "IEEE Transactions on Biomedical Engineering",
    url = "https://drive.google.com/file/d/1tC35x5SecU48ihqb6pjunxtQ-1eL\_7x1/view?usp=sharing",
    pages = "1356-1364",
    volume = "58",
    note = "Publisher: IEEE"
}
32
Hug CW, Clifford GD, Reisner AT. Clinician blood pressure documentation of stable intensive care patients: an intelligent archiving agent has a higher association with future hypotension. Critical Care Medicine 2011 May; 39 (5): pp. 1006-1014. 
@article{CalebWHug_2011_05_Clinicianblood,
    author = "Hug, Caleb W and Clifford, Gari D and Reisner, Andrew T",
    title = "Clinician blood pressure documentation of stable intensive care patients: an intelligent archiving agent has a higher association with future hypotension",
    date = "2011-05",
    issue = "5",
    journal = "Critical Care Medicine",
    url = "https://drive.google.com/file/d/1pQmMtTW3y3A0Ti12jdbXq15R8mjwy0sw/view?usp=sharing",
    pages = "1006-1014",
    volume = "39",
    note = "Publisher: NIH Public Access"
}
31
Nemati S, Malhotra A, Clifford GD. T-wave alternans patterns during sleep in healthy, cardiac disease, and sleep apnea patients. Journal of Electrocardiology 2011 March; 44 (2): pp. 126-130. 
@article{ShamimNemati_2011_03_01_Twavealternans,
    author = "Nemati, Shamim and Malhotra, Atul and Clifford, Gari D",
    title = "T-wave alternans patterns during sleep in healthy, cardiac disease, and sleep apnea patients",
    date = "2011-03",
    issue = "2",
    journal = "Journal of Electrocardiology",
    url = "https://drive.google.com/file/d/1jhT6o8eLD0Ex8RbB8Xr4gfRWd-an6fat/view?usp=sharing",
    pages = "126-130",
    volume = "44",
    note = "Publisher: Churchill Livingstone"
}
30
Clifford GD, Moody GB, Mackerle J. Focus section on interface modelling. Modelling and Simulation in Materials Science and Engineering 2010; 18 (070201): p. 1p. 
@article{GariDClifford_2010_Focussection,
    author = "Clifford, Gari D and Moody, George B and Mackerle, Jaroslav",
    title = "Focus section on interface modelling",
    date = "2010",
    issue = "070201",
    journal = "Modelling and Simulation in Materials Science and Engineering",
    url = "https://drive.google.com/file/d/1T0ONrV5agx6SklBOGmj\_35S9kTBji1ci/view?usp=sharing",
    pages = "1p",
    volume = "18"
}
29
Nemati S, Malhotra A, Clifford GD. Data fusion for improved respiration rate estimation. EURASIP Journal on Advances in Signal Processing 2010 December; 2010: pp. 1-10. DOI: 10.1155/2010. 
@article{ShamimNemati_2010_12_Datafusion,
    author = "Nemati, Shamim and Malhotra, Atul and Clifford, Gari D",
    title = "Data fusion for improved respiration rate estimation",
    date = "2010-12",
    journal = "EURASIP Journal on Advances in Signal Processing",
    url = "https://drive.google.com/file/d/1NjiYvotumQTzuhC-tjf7Gseff-fJBHzB/view?usp=sharing",
    pages = "1-10",
    volume = "2010",
    doi = "10.1155/2010/926305",
    note = "Publisher: Springer International Publishing"
}
28
Sayadi O, Shamsollahi MB, Clifford GD. Synthetic ECG generation and Bayesian filtering using a Gaussian wave-based dynamical model. Physiological Measurement 2010 October; 31 (10): pp. 1309-1329. 
@article{OmidSayadi_2010_08_18_SyntheticECG,
    author = "Sayadi, Omid and Shamsollahi, Mohammad B and Clifford, Gari D",
    title = "Synthetic ECG generation and Bayesian filtering using a Gaussian wave-based dynamical model",
    date = "2010-10",
    issue = "10",
    journal = "Physiological Measurement",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-ic3lBS2s3NW0xQ2M/view?usp=sharing\&resourcekey=0-4y56EI2j9Qio\_MSlLKwAfA",
    pages = "1309-1329",
    volume = "31",
    note = "Publisher: IOP Publishing"
}
27
Monasterio V, Clifford GD, Laguna P, Martinez JP. A multilead scheme based on periodic component analysis for T-wave alternans analysis in the ECG. Annals of Biomedical Engineering 2010 August; 38 (8): pp. 2532-2541. 
@article{VioletaMonasterio_2010_08_01_Amultilead,
    author = "Monasterio, Violeta and Clifford, Gari D and Laguna, Pablo and Martinez, Juan Pablo",
    title = "A multilead scheme based on periodic component analysis for T-wave alternans analysis in the ECG",
    date = "2010-08",
    issue = "8",
    journal = "Annals of Biomedical Engineering",
    url = "https://drive.google.com/file/d/12wzhk7PsLsRjC8eylf8VAKRiDIw9j61x/view?usp=sharing",
    pages = "2532-2541",
    volume = "38",
    note = "Publisher: Springer Netherlands"
}
26
Campana LM, Owens RL, Clifford GD, Pittman SD, Malhotra A. Phase-rectified signal averaging as a sensitive index of autonomic changes with aging. Journal of Applied Physiology 2010 June; 108 (6): pp. 1668-1673. 
@article{LisaMarieCampana_2010_06_Phaserectifiedsignal,
    author = "Campana, Lisa Marie and Owens, Robert Llewellyn and Clifford, Gari D and Pittman, Stephen D and Malhotra, Atul",
    title = "Phase-rectified signal averaging as a sensitive index of autonomic changes with aging",
    date = "2010-06",
    issue = "6",
    journal = "Journal of Applied Physiology",
    url = "https://drive.google.com/file/d/1CgmzVYNBT9LGiGblPt1qgeRJ97Di9zip/view?usp=sharing",
    pages = "1668-1673",
    volume = "108",
    note = "Publisher: American Physiological Society"
}
25
Clifford GD, Nemati S, Sameni R. An artificial vector model for generating abnormal electrocardiographic rhythms. Physiological Measurement 2010 May; 31 (5): pp. 595-609. 
@article{GariDClifford_2010_03_22_Anartificial,
    author = "Clifford, Gari D and Nemati, Shamim and Sameni, Reza",
    title = "An artificial vector model for generating abnormal electrocardiographic rhythms",
    date = "2010-05",
    issue = "5",
    journal = "Physiological Measurement",
    url = "https://drive.google.com/file/d/1xM13m-PBTqVhtPj2ti7-zV2YjCBE0kuq/view?usp=sharing",
    pages = "595-609",
    volume = "31",
    note = "Publisher: IOP Publishing"
}
24
Sameni R, Clifford GD. A review of fetal ECG signal processing; issues and promising directions. The Open Pacing, Electrophysiology & Therapy Journal 2010 January 1; 3: pp. 4-20. DOI: 10.2174/1876536X01003010004. 
@article{RezaSameni_2010_01_01_Areview,
    author = "Sameni, Reza and Clifford, Gari D",
    title = "A review of fetal ECG signal processing; issues and promising directions",
    journal = "The Open Pacing, Electrophysiology \& Therapy Journal",
    date = "2010-01-01",
    url = "https://drive.google.com/file/d/1p6ORz4TQYwWcb4fSCG0aD9YClQkrsZSl/view?usp=sharing",
    pages = "4-20",
    doi = "10.2174/1876536X01003010004",
    volume = "3",
    note = "Publisher: NIH Public Access"
}
23
Sayadi O, Shamsollahi MB, Clifford GD. Robust detection of premature ventricular contractions using a wave-based Bayesian framework. IEEE Transactions on Biomedical Engineering 2009 September 15; 57 (2): pp. 353-362. 
@article{OmidSayadi_2009_09_15_Robustdetection,
    author = "Sayadi, Omid and Shamsollahi, Mohammad B and Clifford, Gari D",
    title = "Robust detection of premature ventricular contractions using a wave-based Bayesian framework",
    date = "2009-09-15",
    issue = "2",
    journal = "IEEE Transactions on Biomedical Engineering",
    url = "https://drive.google.com/file/d/1R6R7txv-BREDvvfwX\_WcIEsDHDsqkG8a/view?usp=sharing",
    pages = "353-362",
    volume = "57",
    note = "Publisher: IEEE"
}
22
Li Q, Mark RG, Clifford GD. Artificial arterial blood pressure artifact models and an evaluation of a robust blood pressure and heart rate estimator. Biomedical Engineering Online 2009 July 8; 8: p. 13. DOI: 10.1186/1475-925X-8-13. 
@article{QiaoLi_2009_12_Artificialarterial,
    author = "Li, Qiao and Mark, Roger G and Clifford, Gari D",
    title = "Artificial arterial blood pressure artifact models and an evaluation of a robust blood pressure and heart rate estimator",
    date = "2009-07-08",
    journal = "Biomedical Engineering Online",
    url = "https://drive.google.com/file/d/1s10OAvEaMY-HQ\_g3yoXjBDWhtOOowXoP/view?usp=sharing",
    pages = "13",
    volume = "8",
    doi = "10.1186/1475-925X-8-13",
    note = "Publisher: BioMed Central"
}
21
Clifford GD, Long WJ, Moody GB, Szolovits P. Robust parameter extraction for decision support using multimodal intensive care data. Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences 2009 January 28; 367 (1887): pp. 411-429. 
@article{GariDClifford_2009_01_28_Robustparameter,
    author = "Clifford, Gari D and Long, William J and Moody, George B and Szolovits, Peter",
    title = "Robust parameter extraction for decision support using multimodal intensive care data",
    date = "2009-01-28",
    issue = "1887",
    journal = "Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences",
    url = "https://drive.google.com/file/d/1ckXbSuXLeXGSQ5MD9LRsXXclj0RZ8dWc/view?usp=sharing",
    pages = "411-429",
    volume = "367",
    note = "Publisher: The Royal Society"
}
20
Celi LA, Sarmenta L, Rotberg J, Marcelo A, Clifford GD. Mobile care (Moca) for remote diagnosis and screening. Journal of Health Informatics in Developing Countries 2009 January 1; 3 (1): pp. 17-21. 
@article{LeoAnthonyCeli_2009_01_01_Mobilecare,
    author = "Celi, Leo Anthony and Sarmenta, Luis and Rotberg, Jhonathan and Marcelo, Alvin and Clifford, Gari D",
    title = "Mobile care (Moca) for remote diagnosis and screening",
    date = "2009-01-01",
    issue = "1",
    journal = "Journal of Health Informatics in Developing Countries",
    url = "https://drive.google.com/file/d/1G-R5VvcEktEJpNDe7\_g7m3qq\_O6URkml/view?usp=sharing",
    pages = "17-21",
    volume = "3",
    note = "Publisher: NIH Public Access"
}
19
Neamatullah I, Douglass MM, Li-wei HL, Reisner A, Villarroel M, Long WJ, Szolovits P, Moody GB, Mark RG, Clifford GD. Automated de-identification of free-text medical records. BMC Medical Informatics and Decision Making 2008 July 24; 8 (32). DOI: 10.1186/1472-6947-8-32. 
@article{IshnaNeamatullah_2008_07_AutomatedDeIdentification,
    author = "Neamatullah, Ishna and Douglass, Margaret M and Li-wei, H Lehman and Reisner, Andrew and Villarroel, Mauricio and Long, William J and Szolovits, Peter and Moody, George B and Mark, Roger G and Clifford, Gari D",
    title = "Automated de-identification of free-text medical records",
    date = "2008-07-24",
    issue = "32",
    journal = "BMC Medical Informatics and Decision Making",
    url = "https://drive.google.com/file/d/1arBmz1SKRtB-hteeKQzXNoYaJ-VJW9JY/view?usp=sharing",
    volume = "8",
    doi = "10.1186/1472-6947-8-32",
    note = "Publisher: Biomed Central"
}
18
Aboukhalil A, Nielsen L, Saeed M, Mark RG, Clifford GD. Reducing false alarm rates for critical arrhythmias using the arterial blood pressure waveform. Journal of Biomedical Informatics 2008 June; 41 (3): pp. 442-451. 
@article{AntonAboukhalil_2008_06_01_Reducingfalse,
    author = "Aboukhalil, Anton and Nielsen, Larry and Saeed, Mohammed and Mark, Roger G and Clifford, Gari D",
    title = "Reducing false alarm rates for critical arrhythmias using the arterial blood pressure waveform",
    date = "2008-06",
    issue = "3",
    journal = "Journal of Biomedical Informatics",
    url = "https://drive.google.com/file/d/1TRktnNwXBW9BKFoEXZCnjiESlNWAzT-j/view?usp=sharing",
    pages = "442-451",
    volume = "41",
    note = "Publisher: Academic Press"
}
17
Clifford GD, Hall-Clifford R, Blaya JA, Fraser HS. Medical information systems: A foundation for healthcare technologies in developing countries. BioMedical Engineering OnLine 2008 June 11; 7 (18). DOI: 10.1186/1475-925X-7-18. 
@article{GariDClifford_2008_06_11_MedicalInformation,
    author = "Clifford, Gari D and Hall-Clifford, Rachel and Blaya, Joaquin Andres and Fraser, Hamish SF",
    title = "Medical information systems: A foundation for healthcare technologies in developing countries",
    date = "2008-06-11",
    issue = "18",
    journal = "BioMedical Engineering OnLine",
    url = "https://drive.google.com/file/d/1s1hVILmyJPFXfjJ6AeRhtVUVsGn1-cnE/view?usp=sharing",
    volume = "7",
    doi = "10.1186/1475-925X-7-18",
    note = "Publisher: BioMed Central"
}
16
Wolfberg AJ, Derosier DJ, Roberts T, Syed Z, Clifford GD, Acker D, Plessis AD. A comparison of subjective and mathematical estimations of fetal heart rate variability. The Journal of Maternal-Fetal & Neonatal Medicine 2008 January 1; 21 (2): pp. 101-104. 
@article{AdamJWolfberg_2008_01_01_Acomparison,
    author = "Wolfberg, Adam J and Derosier, David J and Roberts, Trevor and Syed, Zeeshan and Clifford, Gari D and Acker, David and Plessis, Adre Du",
    title = "A comparison of subjective and mathematical estimations of fetal heart rate variability",
    date = "2008-01-01",
    issue = "2",
    journal = "The Journal of Maternal-Fetal \& Neonatal Medicine",
    url = "https://drive.google.com/file/d/1IEsfxxDjM7jHJJ6LLpWtJXpg9Oif7g1I/view?usp=sharing",
    pages = "101-104",
    volume = "21",
    note = "Publisher: Taylor \& Francis"
}
15
LI Q, Mark RG, Clifford GD. Heart rate estimation algorithm based on signal quality estimation and Kalman filter. Chinese Journal of Medical Physics 2007; 6. 
@article{QiaoLI_2007_HeartRate,
    author = "LI, Qiao and Mark, Roger G and Clifford, Gari D",
    title = "Heart rate estimation algorithm based on signal quality estimation and Kalman filter",
    date = "2007",
    journal = "Chinese Journal of Medical Physics",
    volume = "6"
}
14
Sameni R, Shamsollahi MB, Jutten C, Clifford GD. A nonlinear Bayesian filtering framework for ECG denoising. IEEE Transactions on Biomedical Engineering 2007 December; 54 (12): pp. 2172-2185. 
@article{RezaSameni_2007_11_19_Anonlinear,
    author = "Sameni, Reza and Shamsollahi, Mohammad B and Jutten, Christian and Clifford, Gari D",
    title = "A nonlinear Bayesian filtering framework for ECG denoising",
    date = "2007-12",
    issue = "12",
    journal = "IEEE Transactions on Biomedical Engineering",
    url = "https://drive.google.com/file/d/1-uthmjWcgP5fMuiVIieVc5qGTTzGM2hg/view?usp=sharing",
    pages = "2172-2185",
    volume = "54",
    note = "Publisher: IEEE"
}
13
Li Q, Mark RG, Clifford GD. Robust heart rate estimation from multiple asynchronous noisy sources using signal quality indices and a Kalman filter. Physiological Measurement 2007 December 10; 29 (1): pp. 15-32. 
@article{QiaoLi_2007_12_10_Robustheart,
    author = "Li, Qiao and Mark, Roger G and Clifford, Gari D",
    title = "Robust heart rate estimation from multiple asynchronous noisy sources using signal quality indices and a Kalman filter",
    date = "2007-12-10",
    issue = "1",
    journal = "Physiological Measurement",
    url = "https://drive.google.com/file/d/1iCfoH-sRiUSMUbwxDqoHzCjfoBSwpFfl/view?usp=sharing",
    pages = "15-32",
    volume = "29",
    note = "Publisher: IOP Publishing"
}
12
Lian J, Clifford GD, Müssig D, Lang V. Open source model for generating RR intervals in atrial fibrillation and beyond. BioMedical Engineering OnLine 2007 March 2; 6: pp. 1-16. DOI: 10.1186/1475-925X-6-9. 
@article{JieLian_2007_12_Opensource,
    author = {Lian, Jie and Clifford, Gari D and M{\"u}ssig, Dirk and Lang, Volker},
    title = "Open source model for generating RR intervals in atrial fibrillation and beyond",
    date = "2007-03-02",
    journal = "BioMedical Engineering OnLine",
    url = "https://drive.google.com/file/d/1WDAsE\_4HY67LFMvYGmvIfXyfQjDzAz62/view?usp=sharing",
    pages = "1-16",
    volume = "6",
    doi = "10.1186/1475-925X-6-9",
    note = "Publisher: BioMed Central"
}
11
Sameni R, Clifford GD, Jutten C, Shamsollahi MB. Multichannel ECG and noise modeling: Application to maternal and fetal ECG signals. EURASIP Journal on Advances in Signal Processing 2007 January 16; 43 (4): pp. 1-14. 
@article{RezaSameni_2007_01_16_MultichannelECG,
    author = "Sameni, Reza and Clifford, Gari D and Jutten, Christian and Shamsollahi, Mohammad B",
    title = "Multichannel ECG and noise modeling: Application to maternal and fetal ECG signals",
    date = "2007-01-16",
    issue = "4",
    journal = "EURASIP Journal on Advances in Signal Processing",
    url = "https://drive.google.com/file/d/1p0GXxA3HqI5yO0GxLurVBK1VM\_REDGDK/view?usp=sharing",
    pages = "1-14",
    volume = "43",
    note = "Publisher: Hindawi Publishing Corporation"
}
10
Clifford GD. A novel framework for signal representation and source separation: Applications to filtering and segmentation of biosignals. Journal of Biological Systems 2006 June; 14 (02): pp. 169-183. 
@article{GariDClifford_2006_06_Anovel,
    author = "Clifford, Gari D",
    title = "A novel framework for signal representation and source separation: Applications to filtering and segmentation of biosignals",
    date = "2006-06",
    issue = "02",
    journal = "Journal of Biological Systems",
    url = "https://drive.google.com/file/d/1yxfWdLqaQwzi5I1jkhmbgeuYxkHrakWQ/view?usp=sharing",
    pages = "169-183",
    volume = "14",
    note = "Publisher: World Scientific Publishing Company"
}
9
Janz BA, Saeed M, Frassica J, Clifford GD, Mark RG. Development and optimization of a critical care alert and display (CCAD) system using retrospective ICU databases. AMIA Annual Symposium Proceedings 2005; 2005: p. 994. 
@article{BrianAJanz_2005_Developmentand,
    author = "Janz, Brian A and Saeed, Mohammed and Frassica, Joseph and Clifford, Gari D and Mark, Roger G",
    title = "Development and optimization of a critical care alert and display (CCAD) system using retrospective ICU databases",
    date = "2005",
    journal = "AMIA Annual Symposium Proceedings",
    url = "https://drive.google.com/file/d/1c6-CfTBpEgcGol7Kd9E-dpYVBb5bzs1\_/view?usp=sharing",
    pages = "994",
    volume = "2005",
    note = "Publisher: American Medical Informatics Association"
}
8
He T, Clifford GD, Tarassenko L. Application of independent component analysis in removing artefacts from the electrocardiogram. Neural Computing & Applications 2005 November 3; 15: pp. 105-116. 
@article{TaigangHe_2006_04_Applicationof,
    author = "He, Taigang and Clifford, Gari D and Tarassenko, Lionel",
    title = "Application of independent component analysis in removing artefacts from the electrocardiogram",
    date = "2005-11-03",
    journal = "Neural Computing \& Applications",
    url = "https://drive.google.com/file/d/1cBbjowyuXMqBHGx48agXymkMoL6Qe5Df/view?usp=sharing",
    pages = "105-116",
    volume = "15",
    note = "Publisher: Springer-Verlag"
}
7
Clifford G, Shoeb A, McSharry P, Janz B. Model-based filtering, compression and classification of the ECG. International Journal of Bioelectromagnetism 2005 May; 7 (1): pp. 158-161. 
@article{GDClifford_2005_05_Modelbasedfiltering,
    author = "Clifford, GD and Shoeb, A and McSharry, PE and Janz, BA",
    title = "Model-based filtering, compression and classification of the ECG",
    date = "2005-05",
    issue = "1",
    journal = "International Journal of Bioelectromagnetism",
    url = "https://drive.google.com/file/d/1uL6D7-VGA8JXUTdUkZtz1YT0-R1wW1Vw/view?usp=sharing",
    pages = "158-161",
    volume = "7"
}
6
Clifford GD, Tarassenko L. Quantifying errors in spectral estimates of HRV due to beat replacement and resampling. IEEE Transactions on Biomedical Engineering 2005 April; 52 (4): pp. 630-638. 
@article{GariDClifford_2005_03_21_Quantifyingerrors,
    author = "Clifford, Gari D and Tarassenko, Lionel",
    title = "Quantifying errors in spectral estimates of HRV due to beat replacement and resampling",
    date = "2005-04",
    issue = "4",
    journal = "IEEE Transactions on Biomedical Engineering",
    url = "https://drive.google.com/file/d/1WdGkIyydmpdYRRDi4YGV-tAJq0tpix4l/view?usp=sharing",
    pages = "630-638",
    volume = "52",
    note = "Publisher: IEEE"
}
5
Taigang H, Clifford GD, Tarassanko L. Application of ICA in removing artefacts from the ECG. Neural Processing Letters 2004; 10 (1): pp. 1-5. 
@article{HeTaigang_2004_Applicationof,
    author = "Taigang, He and Clifford, G D and Tarassanko, L",
    title = "Application of ICA in removing artefacts from the ECG",
    date = "2004",
    issue = "1",
    journal = "Neural Processing Letters",
    url = "https://drive.google.com/file/d/1cBbjowyuXMqBHGx48agXymkMoL6Qe5Df/view?usp=sharing",
    pages = "1-5",
    volume = "10"
}
4
Clifford G, Tarassenko L. Segmenting cardiac-related data using sleep stages increases separation between normal subjects and apnoeic patients. Physiological Measurement 2004 November 8; 25 (6): pp. N27-N35. 
@article{GDClifford_2004_11_08_Segmentingcardiacrelated,
    author = "Clifford, GD and Tarassenko, L",
    title = "Segmenting cardiac-related data using sleep stages increases separation between normal subjects and apnoeic patients",
    date = "2004-11-08",
    issue = "6",
    journal = "Physiological Measurement",
    url = "https://drive.google.com/file/d/1FuAcLqvb2atmZXRlRcksrxMZxQWn3rKf/view?usp=sharing",
    pages = "N27-N35",
    volume = "25",
    note = "Publisher: IOP Publishing"
}
3
McSharry PE, Clifford GD, Tarassenko L, Smith LA. A dynamical model for generating synthetic electrocardiogram signals. IEEE Transactions on Biomedical Engineering 2003 March 20; 50 (3): pp. 289-294. 
@article{PatrickEMcSharry_2003_03_20_Adynamical,
    author = "McSharry, Patrick E and Clifford, Gari D and Tarassenko, Lionel and Smith, Leonard A",
    title = "A dynamical model for generating synthetic electrocardiogram signals",
    date = "2003-03-20",
    issue = "3",
    journal = "IEEE Transactions on Biomedical Engineering",
    url = "https://drive.google.com/file/d/1xNfrAvE6kDl1zbhFMLgHlUcgWrAQwOBy/view?usp=sharing",
    pages = "289-294",
    volume = "50",
    note = "Publisher: IEEE"
}
2
Clifford GD, Tarassenko L, Townsend N. One-pass training of optimal architecture auto-associative neural network for detecting ectopic beats. Electronics Letters 2001 August 30; 37 (18): pp. 1126-1127. 
@article{GClifford_2001_08_30_Onepasstraining,
    author = "Clifford, G D and Tarassenko, L and Townsend, N",
    title = "One-pass training of optimal architecture auto-associative neural network for detecting ectopic beats",
    date = "2001-08-30",
    issue = "18",
    journal = "Electronics Letters",
    url = "https://drive.google.com/file/d/1kmuLcmxoZIFilut6Dh0j-UcroSAA5wmr/view?usp=sharing",
    pages = "1126-1127",
    volume = "37",
    note = "Publisher: The Institution of Engineering {\\&} Technology"
}
1
Clifford GD, Tarassenko L, Townsend N. Detection of ectopic beats in the electrocardiogram using an auto-associative neural network. Neural Processing Letters 2001 August; 14 (1): pp. 15-25. 
@article{GClifford_2001_08_Detectionof,
    author = "Clifford, G D and Tarassenko, L and Townsend, N",
    title = "Detection of ectopic beats in the electrocardiogram using an auto-associative neural network",
    date = "2001-08",
    issue = "1",
    journal = "Neural Processing Letters",
    url = "https://drive.google.com/file/d/157Dsw9RZOMXl3VUR9kfP9mYgTPjsbiGX/view?usp=sharing",
    volume = "14",
    pages = "15-25"
}

Conferences

183
Shah A, She H, elon , Li Q, Roberts T, Stefanos L, Haddad G, Gupta S, Tarlapally N, Lampert R, Raggi P, Pearce B, Quyyumi A, Sameni R, Lewis T, Sullivan S, Bremner JD, Clifford GD, Vaccarino V. Sex Differences in Everyday Mood States and its Association with Autonomic Physiology. The American Heart association's 2024 Scientific Sessions, Chicago, Illinois, USA 2024 November 16; 150 (Suppl_1): p. A4145127. 
@inproceedings{AmitShah_2024_11_12_SexDifferences,
    author = "Shah, Amit and She, Hua and lisa elon and Li, Qiao and Roberts, Tatum and Stefanos, Lewam and Haddad, George and Gupta, Shishir and Tarlapally, Nitya and Lampert, Rachel and Raggi, Paolo and Pearce, Brad and Quyyumi, Arshed and Sameni, Reza and Lewis, Tene and Sullivan, Samaah and Bremner, J Douglas and Clifford, Gari D and Vaccarino, Viola",
    title = "Sex Differences in Everyday Mood States and its Association with Autonomic Physiology",
    date = "2024-11-16",
    issue = "Suppl{\\_}1",
    booktitle = "The American Heart association's 2024 Scientific Sessions, Chicago, Illinois, USA",
    url = "https://drive.google.com/file/d/1D-l-cEvFeATaOOL\_D-mywGR2ODgIiz51/view?usp=sharing",
    pages = "A4145127",
    volume = "150",
    note = "Publisher: Lippincott Williams {\\&} Wilkins"
}
182
Shah A, She H, elon , Roberts T, Stefanos L, Haddad G, Osei J, Suvada K, Okoh A, Desai S, Gold M, Jain V, Yadalam A, Razavi A, Wiltshire C, Raggi P, Pearce B, Quyyumi A, Sameni R, Bremner JD, Clifford GD, Vaccarino V. Blunted Hemodynamic Reactivity to Acute Mental Stress in the Lab is Associated with Autonomic Inflexibility at Home. The American Heart association's 2024 Scientific Sessions, Chicago, Illinois, USA 2024 November 12; 150 (Suppl_1): p. A4146699. 
@inproceedings{AmitShah_2024_11_12_BluntedHemodynamic,
    author = "Shah, Amit and She, Hua and lisa elon and Roberts, Tatum and Stefanos, Lewam and Haddad, George and Osei, Jeffery and Suvada, Kara and Okoh, Alexis and Desai, Shivang and Gold, Matthew and Jain, Vardhmaan and Yadalam, Adithya and Razavi, Alexander and Wiltshire, Charis and Raggi, Paolo and Pearce, Brad and Quyyumi, Arshed and Sameni, Reza and Bremner, J Douglas and Clifford, Gari D and Vaccarino, Viola",
    title = "Blunted Hemodynamic Reactivity to Acute Mental Stress in the Lab is Associated with Autonomic Inflexibility at Home",
    date = "2024-11-12",
    issue = "Suppl{\\_}1",
    booktitle = "The American Heart association's 2024 Scientific Sessions, Chicago, Illinois, USA",
    url = "https://drive.google.com/file/d/10VGz1AJRdxNXMJxOBadK7wlg\_lxh0iBY/view?usp=sharing",
    pages = "A4146699",
    volume = "150",
    note = "Publisher: Lippincott Williams {\\&} Wilkins"
}
181
Clifford GD. Past, Present and Future Challenges in Sharing Science: From PhysioNet to Foundation Models. 51st Computing in Cardiology, Karlsruhe, Germany 2024 September 8; 51: pp. 1-4. 
@inproceedings{GariClifford_2024_10_11_past_prresent,
    author = "Clifford, Gari D",
    title = "Past, Present and Future Challenges in Sharing Science: From PhysioNet to Foundation Models",
    date = "2024-09-08",
    booktitle = "51st Computing in Cardiology, Karlsruhe, Germany",
    url = "https://drive.google.com/file/d/1IrMHz3MjzbmHQXO1dBlrha2EX1oSpQVt/view?usp=sharing",
    pages = "1-4",
    volume = "51",
    note = "Publisher: Computing in Cardiology"
}
180
Reyna MA, Deepanshi , Weigle J, Koscova Z, Campbell K, Seyedi S, Elola A, Rad AB, Shah A, Bhatia N, Clifford GD, Sameni R. Digitization and Classification of ECG Images: The George B. Moody PhysioNet Challenge 2024. 51st Computing in Cardiology, Karlsruhe, Germany 2024 September 8; 51: pp. 1-4. 
@inproceedings{MatthewReyna_2024_10_11_Digitiation_and_clissification,
    author = "Reyna, Matthew A and Deepanshi and Weigle, James and Koscova, Zuzana and Campbell, Kiersten and Seyedi, Salman and Elola, Andoni and Rad, Ali Bahrami and Shah, Amit and Bhatia, Neal and Clifford, Gari D and Sameni, Reza",
    title = "Digitization and Classification of ECG Images: The George B. Moody PhysioNet Challenge 2024",
    date = "2024-09-08",
    booktitle = "51st Computing in Cardiology, Karlsruhe, Germany",
    url = "https://drive.google.com/file/d/1DtATfJYeEo1tFaTGpvIFragmNx182gHu/view?usp=sharing",
    pages = "1-4",
    volume = "51",
    note = "Publisher: Computing in Cardiology"
}
179
Malian A, Xue J, Albert D, Clifford GD. A Transfer Learning Model -Based Patient-Specific ECG Lead Synthesis Algorithm. 51st Computing in Cardiology, Karlsruhe, Germany 2024 September 8; 51: pp. 1-4. 
@inproceedings{ArjunMalpani_2024_10_11_A_Transfer_Learning,
    author = "Malian, Arjun and Xue, Joel and Albert, David and Clifford, Gari D",
    title = "A Transfer Learning Model -Based Patient-Specific ECG Lead Synthesis Algorithm",
    date = "2024-09-08",
    booktitle = "51st Computing in Cardiology, Karlsruhe, Germany",
    url = "https://drive.google.com/file/d/1nQ\_XueYLdLFs0wzSG\_1CvhDKDShHNyHA/view?usp=sharing",
    pages = "1-4",
    volume = "51",
    note = "Publisher: Computing in Cardiology"
}
178
Bhatia N, Koscova Z, Rogers A, Iravanian S, Sameni R, Lloyd M, El-Chami M, Clifford GD, Narayan S, Merchant F. Deep Learning Approaches For Prediction of Ventricular Arrhythmias Using Upstream Electrograms From Intracardiac Devices. Heart Rhythm Society HRX 2024, Atlanta, GA, USA 2024 September 5; 21 (9): p. S774. 
@inproceedings{NKBhatia_2024_09_01_ID4120879,
    author = "Bhatia, NK and Koscova, Z and Rogers, AJ and Iravanian, S and Sameni, R and Lloyd, MS and El-Chami, MF and Clifford, G D and Narayan, SM and Merchant, FM",
    title = "Deep Learning Approaches For Prediction of Ventricular Arrhythmias Using Upstream Electrograms From Intracardiac Devices",
    date = "2024-09-05",
    issue = "9",
    booktitle = "Heart Rhythm Society HRX 2024, Atlanta, GA, USA",
    url = "https://drive.google.com/file/d/1sVgL9WgINGRFP4Tpv9axriicMpeXnwO\_/view?usp=sharing",
    pages = "S774",
    volume = "21",
    note = "Publisher: Elsevier"
}
177
Bhatia N, Rogers A, Sameni R, Iravanian S, Reyna M, Li N, Lloyd M, El-Chami M, Clifford GD, Narayan S, Merchant F. Digital Pipeline for Extraction and Processing of Implantable Cardioverter Defibrillator Electrograms for Machine Learning Analysis. Heart Rhythm Society HRX 2024, Atlanta, GA, USA 2024 September 5; 21 (9): p. S780. 
@inproceedings{NKBhatia_2024_09_01_ID4121476,
    author = "Bhatia, NK and Rogers, AJ and Sameni, R and Iravanian, S and Reyna, M and Li, N and Lloyd, MS and El-Chami, MF and Clifford, G D and Narayan, SM and Merchant, FM",
    title = "Digital Pipeline for Extraction and Processing of Implantable Cardioverter Defibrillator Electrograms for Machine Learning Analysis",
    date = "2024-09-05",
    issue = "9",
    booktitle = "Heart Rhythm Society HRX 2024, Atlanta, GA, USA",
    url = "https://drive.google.com/file/d/18YFJBJ8FFihVkVDl48Lz1d-pXWD4\_aEV/view?usp=sharing",
    pages = "S780",
    volume = "21",
    note = "Publisher: Elsevier"
}
176
Li Q, Barnett K, Xue J, Albert D, Deepanshi F, Rad AB, Sameni R, Clifford GD. A comparison of QT algorithms on a South African population using a mobile ECG. Journal of Electrocardiology 2024 May; 84: p. 23. DOI: 10.1016/j.jelectrocard.2024.05.045. 
@inproceedings{QiaoLi_2024_05_01_Acomparison,
    author = "Li, Qiao and Barnett, Kim and Xue, Joel and Albert, Dave and Deepanshi, Fnu and Rad, Ali Bahrami and Sameni, Reza and Clifford, Gari D",
    title = "A comparison of QT algorithms on a South African population using a mobile ECG",
    date = "2024-05",
    booktitle = "Journal of Electrocardiology",
    url = "https://drive.google.com/file/d/1mwFzb5\_0F0nn5QPD65H4H3s-cKQItY6l/view?usp=sharing",
    pages = "23",
    volume = "84",
    doi = "10.1016/j.jelectrocard.2024.05.045",
    note = "Publisher: Churchill Livingstone"
}
175
Holmes O, Bucher M, Neylan T, Clifford GD, Li Q, Li Q, Dougherty R, Baker J, Linnstaedt S, Jovanovic T, Stevens J, House S, Ressler K, Kessler R, McLean S, An X. 371. Objectively-Characterized Peritraumatic Sleep Phenotypes Are Associated With Both Pre-Trauma Characteristics and Peritraumatic Symptom Outcomes. The 2024 Society of Biological Psychiatry Annual Meeting, Austin, Texas, USA 2024 May 9; 95 (10): pp. S251-S252. 
@inproceedings{OliverHolmes_2024_05_15_371ObjectivelyCharacterized,
    author = "Holmes, Oliver and Bucher, Meredith and Neylan, Thomas and Clifford, Gari D and Li, Qiao and Li, Qinghua and Dougherty, Robert and Baker, Justin and Linnstaedt, Sarah and Jovanovic, Tanja and Stevens, Jennifer and House, Stacey and Ressler, Kerry and Kessler, Ronald and McLean, Samuel and An, Xinming",
    title = "371. Objectively-Characterized Peritraumatic Sleep Phenotypes Are Associated With Both Pre-Trauma Characteristics and Peritraumatic Symptom Outcomes",
    date = "2024-05-9",
    issue = "10",
    booktitle = "The 2024 Society of Biological Psychiatry Annual Meeting, Austin, Texas, USA",
    url = "https://drive.google.com/file/d/1P06ncFbpdIKVRbuqLRAQkWfaBp1LWSVG/view?usp=sharing",
    pages = "S251-S252",
    volume = "95",
    note = "Publisher: Elsevier"
}
174
Xue J, Dewivedi T, Vlasenko O, Yuan R, Kirsch M, Albert D, Li Q, Rad AB, Sameni R, Clifford GD. A DNN-model-based reduced lead algorithm for robust electrode positioning tolerance. International Society for Computerized Electrocardiology 48th Annual Conference, Chateau elan, Braselton GA, USA 2024 April 3; 84: pp. 19-20. 
@inproceedings{JoelXue_2024_05_01_ADNNmodelbased,
    author = "Xue, Joel and Dewivedi, Trisha and Vlasenko, Oleksandr and Yuan, Reena and Kirsch, Miguel and Albert, Dave and Li, Qiao and Rad, Ali Bahrami and Sameni, Reza and Clifford, Gari D",
    title = "A DNN-model-based reduced lead algorithm for robust electrode positioning tolerance",
    date = "2024-04-03",
    booktitle = "International Society for Computerized Electrocardiology 48th Annual Conference, Chateau elan, Braselton GA, USA",
    url = "https://drive.google.com/file/d/1fdbfW6qgf8Sb-kUVNI5sbaRlSDD-8FRY/view?usp=sharing",
    pages = "19-20",
    volume = "84",
    note = "Publisher: Churchill Livingstone"
}
173
Lehman L, Moody B, Deep H, Wu F, Saeed H, McCullum L, Perry D, Struja T, Li Q, Clifford GD, Mark R. VTaC: A Benchmark Dataset of Ventricular Tachycardia Alarms from ICU Monitors. Neural Information Processing Systems (NeurIPS) 2023, 37th Annual Conference, New Orleans, Louisiana, USA 2023 December 10; 36: pp. 38827-38843. 
@inproceedings{LiweiLehman_2024_02_13_VTaCA,
    author = "Lehman, Li-wei and Moody, Benjamin and Deep, Harsh and Wu, Feng and Saeed, Hasan and McCullum, Lucas and Perry, Diane and Struja, Tristan and Li, Qiao and Clifford, Gari D and Mark, Roger",
    title = "VTaC: A Benchmark Dataset of Ventricular Tachycardia Alarms from ICU Monitors",
    date = "2023-12-10",
    booktitle = "Neural Information Processing Systems (NeurIPS) 2023, 37th Annual Conference, New Orleans, Louisiana, USA",
    url = "https://drive.google.com/file/d/1EDGsI8PeHZXAa4FzgcFmLE8Kox1hGQF3/view?usp=sharing",
    volume = "36",
    pages = "38827-38843"
}
172
Motie-Shirazi M, Sameni R, Rohloff P, Katebi N, Clifford GD. Point-of-Care Real-Time Signal Quality for Fetal Doppler Ultrasound Using a Deep Learning Approach. Conference on Machine Learning for Health (ML4H) 2023, New Orleans, Louisiana, USA 2023 December 10. 
@inproceedings{MohsenMotieShirazi_2023_11_15_PointofCareRealTime,
    author = "Motie-Shirazi, Mohsen and Sameni, Reza and Rohloff, Peter and Katebi, Nasim and Clifford, Gari D",
    title = "Point-of-Care Real-Time Signal Quality for Fetal Doppler Ultrasound Using a Deep Learning Approach",
    date = "2023-12-10",
    booktitle = "Conference on Machine Learning for Health (ML4H) 2023, New Orleans, Louisiana, USA",
    url = "https://drive.google.com/file/d/1l4NLSguVhoVeH-TrNlHpvvEMxqiMKQH1/view?usp=sharing"
}
171
Ansari RA, Bhatia N, Tooley J, Thakkar V, Torres J, Tung J, Alhusseini M, Clopton PL, Sameni R, Clifford GD, Ashley EA, Perez MV, Zaharia M, Narayan SM, Rogers AJ. Interpretation of Deep Learning Model That Identifies Regional Myocardial Dysfunction From the Surface ECG. The American Heart Association Scientific Sessions 2023 (AHA23), Philadelphia, PA, USA 2023 November 11; 148 (Suppl_1): p. A19210. 
@inproceedings{RayanAAnsari_2023_11_06_Interpretationof,
    author = "Ansari, Rayan A and Bhatia, Neal and Tooley, James and Thakkar, Vyom and Torres, Jessica and Tung, Jagteshwar and Alhusseini, Mahmood and Clopton, Paul L and Sameni, Reza and Clifford, Gari D and Ashley, Euan A and Perez, Marco V and Zaharia, Matei and Narayan, Sanjiv M and Rogers, Albert J",
    title = "Interpretation of Deep Learning Model That Identifies Regional Myocardial Dysfunction From the Surface ECG",
    date = "2023-11-11",
    issue = "Suppl{\\_}1",
    booktitle = "The American Heart Association Scientific Sessions 2023 (AHA23), Philadelphia, PA, USA",
    url = "https://drive.google.com/file/d/1RXNuHQqpGk2gDVrKny3U8KF6Zukprwup/view?usp=sharing",
    pages = "A19210",
    volume = "148",
    note = "Publisher: Lippincott Williams {\\&} Wilkins"
}
170
Ansari RA, Bhatia N, Tooley J, Thakkar V, XU J, Torres J, Tung J, Alhusseini M, Clopton PL, Sameni R, Clifford GD, Ashley EA, Perez MV, Zaharia M, Narayan SM, Rogers AJ. Performance of an Electrocardiographic Deep Learning Model for Detecting Wall Motion Abnormalities: An Analysis of Impact From Cardiovascular Comorbidities and Race in an External Validation Study. The American Heart Association Scientific Sessions 2023 (AHA23), Philadelphia, PA, USA 2023 November 11; 148 (Suppl_1): p. A17934. 
@inproceedings{RayanAAnsari_2023_11_06_Performanceof,
    author = "Ansari, Rayan A and Bhatia, Neal and Tooley, James and Thakkar, Vyom and XU, JUSTIN and Torres, Jessica and Tung, Jagteshwar and Alhusseini, Mahmood and Clopton, Paul L and Sameni, Reza and Clifford, Gari D and Ashley, Euan A and Perez, Marco V and Zaharia, Matei and Narayan, Sanjiv M and Rogers, Albert J",
    title = "Performance of an Electrocardiographic Deep Learning Model for Detecting Wall Motion Abnormalities: An Analysis of Impact From Cardiovascular Comorbidities and Race in an External Validation Study",
    date = "2023-11-11",
    issue = "Suppl{\\_}1",
    booktitle = "The American Heart Association Scientific Sessions 2023 (AHA23), Philadelphia, PA, USA",
    url = "https://drive.google.com/file/d/1ZWN5Pqne09Fpa08TKF7QmTzbKfEE33ji/view?usp=sharing",
    pages = "A17934",
    volume = "148",
    note = "Publisher: Lippincott Williams {\\&} Wilkins"
}
169
Rogers AJ, Bhatia N, Tooley J, Thakkar V, XU J, Ansari R, Torres J, Tung J, Alhusseini M, Clopton PL, Sameni R, Clifford GD, Ashley EA, Perez MV, Zaharia M, Narayan SM. Enhanced Identification of Cardiac Wall Motion Abnormalities: An Externally Validated Deep Neural Network Approach Outperforms Expert and Quantitative Analysis of Electrocardiograms. The American Heart Association Scientific Sessions 2023 (AHA23), Philadelphia, PA, USA 2023 November 11; 148 (Suppl_1): p. A17420. 
@inproceedings{AlbertJRogers_2023_11_06_EnhancedIdentification,
    author = "Rogers, Albert J and Bhatia, Neal and Tooley, James and Thakkar, Vyom and XU, JUSTIN and Ansari, Rayan and Torres, Jessica and Tung, Jagteshwar and Alhusseini, Mahmood and Clopton, Paul L and Sameni, Reza and Clifford, Gari D and Ashley, Euan A and Perez, Marco V and Zaharia, Matei and Narayan, Sanjiv M",
    title = "Enhanced Identification of Cardiac Wall Motion Abnormalities: An Externally Validated Deep Neural Network Approach Outperforms Expert and Quantitative Analysis of Electrocardiograms",
    date = "2023-11-11",
    issue = "Suppl{\\_}1",
    booktitle = "The American Heart Association Scientific Sessions 2023 (AHA23), Philadelphia, PA, USA",
    url = "https://drive.google.com/file/d/15ci2eR046PTlnmdXGBMVimTqGmXBno1g/view?usp=sharing",
    pages = "A17420",
    volume = "148",
    note = "Publisher: Lippincott Williams {\\&} Wilkins"
}
168
Rogers AJ, Bhatia NK, Tooley J, Thakkar V, XU J, Ansari R, Torres J, Tung J, Alhusseini M, Clopton PL, Sameni R, Clifford GD, Ashley EA, Perez MV, Zaharia M, Narayan SM. Impact of Regional Cardiac Wall Motion Abnormalities on Ejection Fraction and Mortality: Large Data Enabled by Natural Language Processing. The American Heart Association Scientific Sessions 2023 (AHA23), Philadelphia, PA, USA 2023 November 6; 148 (Suppl_1): p. A18102. 
@inproceedings{AlbertJRogers_2023_11_06_Impactof,
    author = "Rogers, Albert J and Bhatia, Neal K and Tooley, James and Thakkar, Vyom and XU, JUSTIN and Ansari, Rayan and Torres, Jessica and Tung, Jagteshwar and Alhusseini, Mahmood and Clopton, Paul L and Sameni, Reza and Clifford, Gari D and Ashley, Euan A and Perez, Marco V and Zaharia, Matei and Narayan, Sanjiv M",
    title = "Impact of Regional Cardiac Wall Motion Abnormalities on Ejection Fraction and Mortality: Large Data Enabled by Natural Language Processing",
    date = "2023-11-06",
    issue = "Suppl{\\_}1",
    booktitle = "The American Heart Association Scientific Sessions 2023 (AHA23), Philadelphia, PA, USA",
    url = "https://drive.google.com/file/d/1hkzAyfQDb\_QR4VIm1aIqczUNOcclJGF9/view?usp=sharing",
    pages = "A18102",
    volume = "148",
    note = "Publisher: Lippincott Williams {\\&} Wilkins"
}
167
Reyna MA, Amorim E, Sameni R, Weigle J, Elola A, Rad AB, Seyedi S, Kwon H, Zheng W, Ghassemi MM, Putten MJ, Hoffmeijer J, Gaspard N, Sivaraju A, Herman S, Lee JW, Westover MB, Clifford GD. Predicting neurological recovery from coma after cardiac arrest: The George B. Moody PhysioNet Challenge 2023. 50th Computing in Cardiology Conference, Atlanta, Georgia, USA 2023 October 1; 50: pp. 1-4. 
@inproceedings{MatthewAReyna_2023_10_PredictingNeurological,
    author = "Reyna, Matthew A and Amorim, Edilberto and Sameni, Reza and Weigle, James and Elola, Andoni and Rad, Ali Bahrami and Seyedi, Salman and Kwon, Hyeok and Zheng, Wei-Long and Ghassemi, Mohammad M and van Putten, Michel J and Hoffmeijer, Jeanette and Gaspard, Nicolas and Sivaraju, Adithya and Herman, Susan and Lee, Jong Woo and Westover, M Brandon and Clifford, Gari D",
    title = "Predicting neurological recovery from coma after cardiac arrest: The George B. Moody PhysioNet Challenge 2023",
    date = "2023-10-01",
    booktitle = "50th Computing in Cardiology Conference, Atlanta, Georgia, USA",
    url = "https://drive.google.com/file/d/1\_kECqntVPnXQtx\_3ydlkTxUZtiMEAuGh/view?usp=sharing",
    pages = "1-4",
    volume = "50",
    publisher = "IEEE"
}
166
Shah A, Huang M, Ko Y, Ma X, Levantsevych O, Goldberg J, Mousselli I, Johnson D, Clifford GD, Bremner JD, Hall M, Vaccarino V. ASSOCIATION OF POSTTRAUMATIC STRESS DISORDER WITH OBSTRUCTIVE SLEEP APNEA: A TWIN STUDY. PSYCHOSOMATIC MEDICINE 2023 May 1; 85 (4): pp. A146-A146. 
@inproceedings{AmitShah_2023_05_01_ASSOCIATIONOF,
    author = "Shah, Amit and Huang, Minxuan and Ko, Yi-An and Ma, Xin and Levantsevych, Oleksiy and Goldberg, Jack and Mousselli, Iman and Johnson, Dayna and Clifford, Gari D and Bremner, J Douglas and Hall, Martica and Vaccarino, Viola",
    title = "ASSOCIATION OF POSTTRAUMATIC STRESS DISORDER WITH OBSTRUCTIVE SLEEP APNEA: A TWIN STUDY",
    date = "2023-05-01",
    booktitle = "PSYCHOSOMATIC MEDICINE",
    issue = "4",
    url = "https://scholar.google.com/scholar?cluster=11795082134655064291\&hl=en\&oi=scholarr",
    pages = "A146-A146",
    volume = "85",
    publisher = "LIPPINCOTT WILLIAMS {\\&} WILKINS"
}
165
Gong N, Kwon H, Clifford GD, Esper C, Factor S, McKay J. Phenotyping Motor-subtypes of Parkinsonism from Full-body Kinematics using Machine Learning. 75th American Academy of Neurology 2023 Annual Meeting, Boston, Massachusetts, USA 2023 April 22; 100 (17 Supplement 2): pp. P6-11.007. DOI: 10.1212/WNL.0000000000203887. 
@inproceedings{NaijiGong_2023_04_25_PhenotypingMotorsubtypes,
    author = "Gong, Naiji and Kwon, Hyeokhyen and Clifford, Gari D and Esper, Christine and Factor, Stewart and McKay, Johnathan",
    title = "Phenotyping Motor-subtypes of Parkinsonism from Full-body Kinematics using Machine Learning",
    date = "2023-04-22",
    issue = "17 Supplement 2",
    booktitle = "75th American Academy of Neurology 2023 Annual Meeting, Boston, Massachusetts, USA",
    url = "https://drive.google.com/file/d/1zSUDgz4ruzHdt5quSoZ1rqv2CBZbJIeY/view?usp=sharing",
    volume = "100",
    pages = "P6-11.007",
    note = "Publisher: Wolters Kluwer Health, Inc. on behalf of the American Academy of Neurology",
    doi = "10.1212/WNL.0000000000203887"
}
164
Kwon H, Clifford GD, Esper C, Factor S, McKay J. Data-Driven Discovery of Novel Motor Biomarkers for Freezing-of-Gait in Parkinsonism from Full-body Kinematics using Artificial Intelligence. 75th American Academy of Neurology 2023 Annual Meeting, Boston, Massachusetts, USA 2023 April 22; 100 (17 Supplement 2): pp. P6-11.001. DOI: 10.1212/WNL.0000000000203857. 
@inproceedings{HyeokhyenKwon_2023_04_25_DataDrivenDiscovery,
    author = "Kwon, Hyeokhyen and Clifford, Gari D and Esper, Christine and Factor, Stewart and McKay, Johnathan",
    title = "Data-Driven Discovery of Novel Motor Biomarkers for Freezing-of-Gait in Parkinsonism from Full-body Kinematics using Artificial Intelligence",
    date = "2023-04-22",
    issue = "17 Supplement 2",
    url = "https://drive.google.com/file/d/1ZooB9QSosS1YrP6vbyajylR\_MkzrsEIH/view?usp=sharing",
    volume = "100",
    booktitle = "75th American Academy of Neurology 2023 Annual Meeting, Boston, Massachusetts, USA",
    pages = "P6-11.001",
    doi = "10.1212/WNL.0000000000203857",
    note = "Publisher: Wolters Kluwer Health, Inc. on behalf of the American Academy of Neurology"
}
163
Rad AB, Kirsch M, Li Q, Xue J, Sameni R, Albert D, Clifford GD. An algorithmic crowdsourcing approach for atrial fibrillation detection on Apple Watch ECG data. 47th International Society for Computerized Electrocardiology (ISCE 2023) Annual Meeting, California, USA 2023 March 29; 78: p. S30. 
@inproceedings{AliBahramiRad_2023_05_01_Analgorithmic,
    author = "Rad, Ali Bahrami and Kirsch, Miguel and Li, Qiao and Xue, Joel and Sameni, Reza and Albert, David and Clifford, Gari D",
    title = "An algorithmic crowdsourcing approach for atrial fibrillation detection on Apple Watch ECG data",
    date = "2023-03-29",
    booktitle = "47th International Society for Computerized Electrocardiology (ISCE 2023) Annual Meeting, California, USA",
    url = "https://drive.google.com/file/d/1f4M5k6gCVEQ\_-U0RDjTfXRVD\_O8Dn08x/view?usp=sharing",
    pages = "S30",
    volume = "78",
    note = "Publisher: Churchill Livingstone"
}
162
Rad AB, Clifford GD. Promising machine learning techniques for the electrocardiogram, and key barriers to progress. 47th International Society for Computerized Electrocardiology (ISCE 2023) Annual Meeting, California, USA 2023 March 29; 78: p. S16. 
@inproceedings{AliBahramiRad_2023_05_01_Promisingmachine,
    author = "Rad, Ali Bahrami and Clifford, Gari D",
    title = "Promising machine learning techniques for the electrocardiogram, and key barriers to progress",
    date = "2023-03-29",
    booktitle = "47th International Society for Computerized Electrocardiology (ISCE 2023) Annual Meeting, California, USA",
    url = "https://drive.google.com/file/d/1cqwmxlUITtjCMxNP2VXnfOEJOkDlF\_xv/view?usp=sharing",
    pages = "S16",
    volume = "78",
    note = "Publisher: Churchill Livingstone"
}
161
Xue J, Parekh A, Kirsch M, Yuan R, Treiman D, Albert D, Clifford GD. ECG QT interval estimation with a transfer deep learning model. 47th International Society for Computerized Electrocardiology (ISCE 2023) Annual Meeting, California, USA 2023 March 29; 78: pp. S19-S20. 
@inproceedings{JoelXue_2023_05_01_ECGQT,
    author = "Xue, Joel and Parekh, Aarya and Kirsch, Miguel and Yuan, Reena and Treiman, Daniel and Albert, David and Clifford, Gari D",
    title = "ECG QT interval estimation with a transfer deep learning model",
    date = "2023-03-29",
    booktitle = "47th International Society for Computerized Electrocardiology (ISCE 2023) Annual Meeting, California, USA",
    url = "https://drive.google.com/file/d/1MaWSqKKWbsyRASukMGL2lBeFR-t3gFnI/view?usp=sharing",
    pages = "S19-S20",
    volume = "78",
    note = "Publisher: Churchill Livingstone"
}
160
Xue J, Parekh A, Kirsch M, Yuan R, Treiman D, Albert D, Clifford GD. Estimating ECG intervals from a deep learning morphology model. 47th International Society for Computerized Electrocardiology (ISCE 2023) Annual Meeting, California, USA 2023 March 29; 78: pp. S28-S30. 
@inproceedings{JoelXue_2023_05_01_EstimatingECG,
    author = "Xue, Joel and Parekh, Aarya and Kirsch, Miguel and Yuan, Reena and Treiman, Daniel and Albert, David and Clifford, Gari D",
    title = "Estimating ECG intervals from a deep learning morphology model",
    date = "2023-03-29",
    booktitle = "47th International Society for Computerized Electrocardiology (ISCE 2023) Annual Meeting, California, USA",
    url = "https://drive.google.com/file/d/1uth7W1qvddhzcFrB-37wTNWFZWsQoHIU/view?usp=sharing",
    pages = "S28-S30",
    volume = "78",
    note = "Publisher: Churchill Livingstone"
}
159
Najarro G, Li L, Alday EAP, Al-Abboud O, Anderson BJ, Rad AB, Robichaux C, Clifford GD, Shah AJ. Association of Digital ECG Biomarkers With Heart Failure Status. American Heart Association Scientific Sessions 2022 (AHA2022), Chicago, Illinois, USA 2022 November 5; 146 (Suppl_1): p. A13420. 
@inproceedings{GabrielNajarro_2022_11_08_Associationof,
    author = "Najarro, Gabriel and Li, Louis and Alday, Erick Andres Perez and Al-Abboud, Omar and Anderson, Blake J and Rad, Ali Bahrami and Robichaux, Chad and Clifford, Gari D and Shah, Amit J",
    title = "Association of Digital ECG Biomarkers With Heart Failure Status",
    date = "2022-11-05",
    issue = "Suppl{\\_}1",
    booktitle = "American Heart Association Scientific Sessions 2022 (AHA2022), Chicago, Illinois, USA",
    url = "https://drive.google.com/file/d/19Jb7Rc2WPBfElTRmG\_ccNwmeddj4-5z6/view?usp=sharing",
    pages = "A13420",
    volume = "146",
    note = "Publisher: Lippincott Williams {\\&} Wilkins"
}
158
McCullum L, Saeed H, Moody B, Perry D, Gottlieb E, Pollard T, Frigola XB, Li Q, Clifford GD, Mark RG, Lehman LH. PhysioTag: An Open-Source Platform for Collaborative Annotation of Physiological Waveforms. 49th Computing in Cardiology Conference, Tampere, Finland 2022 September 4; 49: pp. 1-4. 
@inproceedings{LucasMcCullum_2022_09_PhysioTagAn,
    author = "McCullum, Lucas and Saeed, Hasan and Moody, Benjamin and Perry, Diane and Gottlieb, Eric and Pollard, Tom and Frigola, Xavier Borrat and Li, Qiao and Clifford, Gari D. and Mark, Roger G and Lehman, Li-wei H",
    title = "PhysioTag: An Open-Source Platform for Collaborative Annotation of Physiological Waveforms",
    date = "2022-09-04",
    booktitle = "49th Computing in Cardiology Conference, Tampere, Finland",
    url = "https://drive.google.com/file/d/1BUIhVoWIAFmka5sfXsPp5Eb0fWGYVxy7/view?usp=sharing/",
    pages = "1-4",
    volume = "49",
    publisher = "IEEE"
}
157
Reyna MA, Kiarashi Y, Elola A, Oliveira J, Renna F, Gu A, Alday EAP, Sadr N, Sharma A, Mattos S, Coimbra MT, Sameni R, Rad AB, Clifford GD. Heart Murmur Detection from Phonocardiogram Recordings: The George B. Moody PhysioNet Challenge 2022. 49th Computing in Cardiology (CinC) Conference, Tampere, Finland 2022 September 4; 498: pp. 1-4. 
@inproceedings{MatthewAReyna_2022_09_04_Heartmurmur,
    author = "Reyna, Matthew A and Kiarashi, Yashar and Elola, Andoni and Oliveira, Jorge and Renna, Francesco and Gu, Annie and Alday, Erick A Perez and Sadr, Nadi and Sharma, Ashish and Mattos, Sandra and Coimbra, Miguel T and Sameni, Reza and Rad, Ali Bahrami and Clifford, Gari D",
    title = "Heart Murmur Detection from Phonocardiogram Recordings: The George B. Moody PhysioNet Challenge 2022",
    date = "2022-09-04",
    booktitle = "49th Computing in Cardiology (CinC) Conference, Tampere, Finland",
    url = "https://drive.google.com/file/d/1BrOPnADNJib14NJ9iu9n7OeKmyja2SiQ/view?usp=sharing",
    pages = "1-4",
    volume = "498",
    publisher = "IEEE"
}
156
Feustel CE, Shu N, Clifford GD, Anderson D, Zimring C. Practical High-Fidelity Sensing of the Sleep Environment in the Home. PETRA'22: Proceedings of the 15th International Conference on PErvasive Technologies Related to Assistive Environments, Corfu, Greece 2022 June 29; pp. 155-158. 
@inproceedings{ClaytonEwingFeustel_2022_06_29_PracticalHighFidelity,
    author = "Feustel, Clayton Ewing and Shu, Nicolas and Clifford, Gari D and Anderson, David and Zimring, Craig",
    title = "Practical High-Fidelity Sensing of the Sleep Environment in the Home",
    date = "2022-06-29",
    booktitle = "PETRA'22: Proceedings of the 15th International Conference on PErvasive Technologies Related to Assistive Environments, Corfu, Greece",
    url = "https://drive.google.com/file/d/1YDr9Jg7rBNArcP-07aaL\_nvYV3S0iIkd/view?usp=sharing",
    pages = "155-158"
}
155
Straus L, An X, Cakmak A, Clifford GD, Neylan T, McLean S. Twenty-Four Hour Activity Patterns, Pain, and Mental Health Trajectories After a Traumatic Event. 36th Annual Meeting of the Associated Professional Sleep Societies, Charlotte, NC 2022 June 4; 45: pp. A294-A295. 
@inproceedings{LauraStraus_2022_06_01_TWENTYFOURHOUR,
    author = "Straus, Laura and An, Xinming and Cakmak, Ayse and Clifford, Gari D and Neylan, Thomas and McLean, Samuel",
    title = "Twenty-Four Hour Activity Patterns, Pain, and Mental Health Trajectories After a Traumatic Event",
    date = "2022-06-04",
    booktitle = "36th Annual Meeting of the Associated Professional Sleep Societies, Charlotte, NC",
    url = "https://drive.google.com/file/d/1pRKUgVbDBt0PY\_fLay2adwYbvJRvDYRG/view?usp=sharing",
    pages = "A294-A295",
    volume = "45",
    publisher = "OXFORD UNIV PRESS INC"
}
154
Karabayir I, Butler L, Kitzman D, Alonso A, Tison G, Chen LY, Clifford GD, Soliman EZ, Akbilgic O. PO-703-04 ECG-AI can predict risk for heart failure with both preserved and reduced ejection fraction. Heart Rhythm 2022, San Francisco, CA, USA 2022 April 29; 19 (5): p. S447. 
@inproceedings{IbrahimKarabayir_2022_05_01_PO70304ECGAI,
    author = "Karabayir, Ibrahim and Butler, Liam and Kitzman, Dalane and Alonso, Alvaro and Tison, Geoff and Chen, Lin Yee and Clifford, Gari D and Soliman, Elsayed Z and Akbilgic, Oguz",
    title = "PO-703-04 ECG-AI can predict risk for heart failure with both preserved and reduced ejection fraction",
    date = "2022-04-29",
    issue = "5",
    booktitle = "Heart Rhythm 2022, San Francisco, CA, USA",
    url = "https://drive.google.com/file/d/1VlQ1pbqWN2yiAlFzrnzA4r13jIrL-P8C",
    pages = "S447",
    volume = "19",
    note = "Publisher: Elsevier"
}
153
Polanco K, Li Q, An X, Beaudoin F, Zeng D, Stevens J, Linnstaedt S, Jovanovic T, Neylan T, Clifford GD, Ressler K, Koenen K, Kessler R, McLean SA. P123. Anxiety Sensitivity is a Leading Risk Factor of Severe or Widespread Pain Three Months After Motor Vehicle Collision. 2022 Society of Biological Psychiatry (SOBP) Annual Meeting, New Orleans, Louisiana, USA 2022 April 28; 91 (9): p. S137. 
@inproceedings{KylePolanco_2022_05_01_P123Anxiety,
    author = "Polanco, Kyle and Li, Qinghua and An, Xinming and Beaudoin, Francesca and Zeng, Donglin and Stevens, Jennifer and Linnstaedt, Sarah and Jovanovic, Tanja and Neylan, Thomas and Clifford, Gari D and Ressler, Kerry and Koenen, Karestan and Kessler, Ronald and McLean, Samuel A",
    title = "P123. Anxiety Sensitivity is a Leading Risk Factor of Severe or Widespread Pain Three Months After Motor Vehicle Collision",
    date = "2022-04-28",
    issue = "9",
    booktitle = "2022 Society of Biological Psychiatry (SOBP) Annual Meeting, New Orleans, Louisiana, USA",
    url = "https://drive.google.com/file/d/1zypn9mBY6CvY4ehiDCb8OmEvc0cfRl8g",
    pages = "S137",
    volume = "91",
    note = "Publisher: Elsevier"
}
152
Macchio L, Guichard L, Ji Y, An X, Neylan T, Clifford GD, Li Q, Stevens J, Jovanovic T, Linnstaedt S, Ressler K, Koenen K, Kessler R, AURORA Study Group SM. Ask Your Heart What It Doth Know: 100+ Heart Rate Variability-Based Biomarkers of Mental and Physical Health Identified in a Large Cohort of Trauma Survivors. 2022 Society of Biological Psychiatry (SOBP) Annual Meeting, New Orleans, Louisiana, USA 2022 April 28; 91 (9): p. S348. 
@inproceedings{LindsayMacchio_2022_05_01_P639AskYour,
    author = "Macchio, Lindsay and Guichard, Lauriane and Ji, Yinyao and An, Xinming and Neylan, Thomas and Clifford, Gari D and Li, Qiao and Stevens, Jennifer and Jovanovic, Tanja and Linnstaedt, Sarah and Ressler, Kerry and Koenen, Karestan and Kessler, Ronald and for the AURORA Study Group, Samuel McLean",
    title = "Ask Your Heart What It Doth Know: 100+ Heart Rate Variability-Based Biomarkers of Mental and Physical Health Identified in a Large Cohort of Trauma Survivors",
    date = "2022-04-28",
    issue = "9",
    booktitle = "2022 Society of Biological Psychiatry (SOBP) Annual Meeting, New Orleans, Louisiana, USA",
    url = "https://drive.google.com/file/d/1nMVHcJvAMk-Tn0G\_O5k3OdxcbQzxOEZ5",
    pages = "S348",
    volume = "91",
    note = "Publisher: Elsevier"
}
151
Li Q, Dumitru M, Alday EAP, Rad AB, Dabiri S, Ackerman M, Noseworthy P, Schram M, Xue J, Albert D, Sameni R, Clifford GD. QT-interval estimation improved with fusion of multiple machine-based annotators. International Society for Computerized Electrocardiology (ISCE 2022) Annual Conference, Las Vegas, Nevada, USA 2022 April 6; 73: p. S16. 
@inproceedings{QiaoLi_2022_07_01_QTintervalestimation,
    author = "Li, Qiao and Dumitru, Mircea and Alday, Erick Andres Perez and Rad, Ali Bahrami and Dabiri, Sina and Ackerman, Mike and Noseworthy, Peter and Schram, Matthew and Xue, Joel and Albert, Dave and Sameni, Reza and Clifford, Gari D",
    title = "QT-interval estimation improved with fusion of multiple machine-based annotators",
    date = "2022-04-06",
    booktitle = "International Society for Computerized Electrocardiology (ISCE 2022) Annual Conference, Las Vegas, Nevada, USA",
    url = "https://drive.google.com/file/d/1HL4yMwOoCJF\_7zZA0clKj5wodweYDM1u",
    pages = "S16",
    volume = "73",
    note = "Publisher: Churchill Livingstone"
}
150
Rad AB, Alday EAP, Galloway C, Li Q, Dumitru M, Xue J, Sameni R, Albert D, Clifford GD. Boosting the performance of a fusion-based lead-specific a-fib detection algorithm by voting between multiple leads of independent algorithms. International Society for Computerized Electrocardiology (ISCE 2022) Annual Conference, Las Vegas, Nevada, USA 2022 April 6; 73: p. S5. 
@inproceedings{AliBahramiRad_2022_07_01_Boostingthe,
    author = "Rad, Ali Bahrami and Alday, Erick Andres Perez and Galloway, Conner and Li, Qiao and Dumitru, Mircea and Xue, Joel and Sameni, Reza and Albert, Dave and Clifford, Gari D",
    title = "Boosting the performance of a fusion-based lead-specific a-fib detection algorithm by voting between multiple leads of independent algorithms",
    date = "2022-04-06",
    booktitle = "International Society for Computerized Electrocardiology (ISCE 2022) Annual Conference, Las Vegas, Nevada, USA",
    url = "https://drive.google.com/file/d/19IqXVfroQRCwqPeuIrTxmuo7lx53kdsF",
    pages = "S5",
    volume = "73",
    note = "Publisher: Churchill Livingstone"
}
149
Xue J, Treiman D, Perez-Alday E, Noseworthy P, Attia Z, Harmon D, Kashou A, Friedman P, Rad AB, Sameni R, Albert D, Clifford GD. Various reduced lead settings for diagnostic ECG interpretation by deep learning models with a large training set and across hospital testing set. International Society for Computerized Electrocardiology (ISCE 2022) Annual Conference, Las Vegas, Nevada, USA 2022 April 6; 73: pp. S12-S13. 
@inproceedings{JoelXue_2022_07_01_Variousreduced,
    author = "Xue, Joel and Treiman, Daniel and Perez-Alday, Erick and Noseworthy, Peter and Attia, Zachi and Harmon, David and Kashou, Anthony and Friedman, Paul and Rad, Ali Bahrami and Sameni, Reza and Albert, Dave and Clifford, Gari D",
    title = "Various reduced lead settings for diagnostic ECG interpretation by deep learning models with a large training set and across hospital testing set",
    date = "2022-04-06",
    booktitle = "International Society for Computerized Electrocardiology (ISCE 2022) Annual Conference, Las Vegas, Nevada, USA",
    url = "https://drive.google.com/file/d/1mwEubgLRJ\_8ycXHw4cRGlgXJsUROUZgS",
    pages = "S12-S13",
    volume = "73",
    note = "Publisher: Churchill Livingstone"
}
148
Akbilgic O, Butler L, Karabayir I, Kitzman DW, Clifford GD, Chen LY, Alonso A, Chang PP, Soliman EZ. ECG-AI: AN EXTERNALLY VALIDATED DEEP LEARNING MODEL TO PREDICT HEART FAILURE RISK. 2022 American College of Cardiology (ACC) Annual Scientific Session & Expo, Washington, DC, USA 2022 April 2; 79 (9_Supplement): p. 328. 
@inproceedings{OguzAkbilgic_2022_03_08_ECGAIAN,
    author = "Akbilgic, Oguz and Butler, Liam and Karabayir, Ibrahim and Kitzman, Dalane W and Clifford, Gari D and Chen, Lin Yee and Alonso, Alvaro and Chang, Patricia P and Soliman, Elsayed Z",
    title = "ECG-AI: AN EXTERNALLY VALIDATED DEEP LEARNING MODEL TO PREDICT HEART FAILURE RISK",
    date = "2022-04-02",
    issue = "9{\\_}Supplement",
    booktitle = "2022 American College of Cardiology (ACC) Annual Scientific Session \& Expo, Washington, DC, USA",
    url = "https://drive.google.com/file/d/1M5sQeenQPz8j\_jUB2\_oyZYHrLC\_gQ2NH",
    pages = "328",
    volume = "79",
    note = "Publisher: American College of Cardiology Foundation"
}
147
Reyna MA, Sadr N, Alday EAP, Gu A, Shah AJ, Robichaux C, Rad AB, Elola A, Seyedi S, Ansari S, Ghanbari H, Li Q, Sharma A, Clifford GD. Will two do? Varying dimensions in electrocardiography: the PhysioNet/Computing in Cardiology Challenge 2021. 2021 Computing in Cardiology (CinC), Brno, Czech Republic 2021 September 12; 48: pp. 1-4. 
@inproceedings{MatthewAReyna_2021_09_13_Willtwo,
    author = "Reyna, Matthew A and Sadr, Nadi and Alday, Erick A Perez and Gu, Annie and Shah, Amit J and Robichaux, Chad and Rad, Ali Bahrami and Elola, Andoni and Seyedi, Salman and Ansari, Sardar and Ghanbari, Hamid and Li, Qiao and Sharma, Ashish and Clifford, Gari D",
    title = "Will two do? Varying dimensions in electrocardiography: the PhysioNet/Computing in Cardiology Challenge 2021",
    date = "2021-09-12",
    booktitle = "2021 Computing in Cardiology (CinC), Brno, Czech Republic",
    url = "https://drive.google.com/file/d/1-39BGxWjmUF2GITqGad9fu7W0qgvqnOE/view?usp=sharing",
    pages = "1-4",
    volume = "48",
    publisher = "IEEE"
}
146
Rogers AJ, Bhatia NK, Tooley J, Thakkar V, Torres J, Xu J, Tung JS, Alhusseini MI, Clifford GD, Merchant FM, Bailis P, Clopton P, Ashley E, Perez M, Zaharia M, Narayan SM. B-PO01-081 MACHINE LEARNING OF THE ELECTROCARDIOGRAM IDENTIFIES CARDIAC WALL MOTION ABNORMALITIES BEYOND THE Q WAVE. Heart Rhythm 2021, Boston, MA, USA 2021 July 28; 18 (8): p. S83. 
@inproceedings{AlbertJosephRogers_2021_08_01_BPO01081MACHINE,
    author = "Rogers, Albert Joseph and Bhatia, Neal Kumar and Tooley, James and Thakkar, Vyom and Torres, Jessica and Xu, Justin and Tung, Jagteshwar Singh and Alhusseini, Mahmood I and Clifford, Gari D and Merchant, Faisal M and Bailis, Peter and Clopton, Paul and Ashley, Euan and Perez, Marco and Zaharia, Matei and Narayan, Sanjiv M",
    title = "B-PO01-081 MACHINE LEARNING OF THE ELECTROCARDIOGRAM IDENTIFIES CARDIAC WALL MOTION ABNORMALITIES BEYOND THE Q WAVE",
    date = "2021-07-28",
    issue = "8",
    booktitle = "Heart Rhythm 2021, Boston, MA, USA",
    url = "https://drive.google.com/file/d/1fkxEjyhtB-o-6gwciU8F8-gGeUuK\_vHk/view?usp=sharing",
    pages = "S83",
    volume = "18",
    note = "Publisher: Elsevier"
}
145
Sterina E, Neylan T, Clifford GD, Ressler K, Michopolous V, Stevens JS. Effects of Trauma Timing on Prospective PTSD Development. 76th Biological Psychiatry Annual Scientific Convention and Meeting 2021 April 28; 89 (9): pp. S146-S147. 
@inproceedings{EvelinaSterina_2021_05_01_Effectsof,
    author = "Sterina, Evelina and Neylan, Thomas and Clifford, Gari D and Ressler, Kerry and Michopolous, Vasiliki and Stevens, Jennifer S",
    title = "Effects of Trauma Timing on Prospective PTSD Development",
    date = "2021-04-28",
    issue = "9",
    booktitle = "76th Biological Psychiatry Annual Scientific Convention and Meeting",
    url = "https://drive.google.com/file/d/1r7QHMxUTdg0dxTpHBwe3\_cFdp13XwxC0/view?usp=sharing",
    pages = "S146-S147",
    volume = "89",
    note = "Publisher: Elsevier"
}
144
Seyedi S, Xiong L, Nemati S, Clifford GD. An analysis of protected health information leakage in deep-learning based de-identification algorithms. 2nd AAAI Workshop on Privacy-Preserving Artificial intelligence (PPAI-21) 2021 February 8. 
@inproceedings{SalmanSeyedi_2021_02_08_AnAnalysis,
    author = "Seyedi, Salman and Xiong, Li and Nemati, Shamim and Clifford, Gari D",
    title = "An analysis of protected health information leakage in deep-learning based de-identification algorithms",
    date = "2021-02-08",
    booktitle = "2nd AAAI Workshop on Privacy-Preserving Artificial intelligence (PPAI-21)",
    url = "https://drive.google.com/file/d/1JRWfBEqc87ha1A0K56ZXe4ZqetMLglSU/view?usp=sharing"
}
143
Cakmak AS, Thigpen N, Honke G, Alday EP, Rad AB, Adaimi R, Chang CJ, Li Q, Gupta P, Neylan T, McLean SA, Clifford GD. Using convolutional variational autoencoders to predict post-trauma health outcomes from actigraphy data. 34th Annual Conference on Neural Information Processing Systems (NeurlPS) 2020 December 6. 
@inproceedings{AyseSCakmak_2020_12_12_UsingConvolutional,
    author = "Cakmak, Ayse S and Thigpen, Nina and Honke, Garrett and Alday, Erick Perez and Rad, Ali Bahrami and Adaimi, Rebecca and Chang, Chia Jung and Li, Qiao and Gupta, Pramod and Neylan, Thomas and McLean, Samuel A and Clifford, Gari D",
    title = "Using convolutional variational autoencoders to predict post-trauma health outcomes from actigraphy data",
    date = "2020-12-6",
    booktitle = "34th Annual Conference on Neural Information Processing Systems (NeurlPS)",
    url = "https://drive.google.com/file/d/1Xhc1NmV292alzQle1N9BDMmnmbQ6nn0x/view?usp=sharing"
}
142
Katebi N, Sameni R, Clifford GD. Deep Sequence Learning for Accurate Gestational Age Estimation from a $25 Doppler Device. 34th Annual Conference on Neural Information Processing Systems (NeurIPS) 2020 December 6. 
@inproceedings{NasimKatebi_2020_12_12_DeepSequence,
    author = "Katebi, Nasim and Sameni, Reza and Clifford, Gari D",
    title = "Deep Sequence Learning for Accurate Gestational Age Estimation from a $25 Doppler Device",
    date = "2020-12-6",
    booktitle = "34th Annual Conference on Neural Information Processing Systems (NeurIPS)",
    url = "https://drive.google.com/file/d/1Mui-Epj8\_EoB8M-edXUgLu7AKu0Mxaet/view?usp=sharing"
}
141
Einizade A, Mozafari M, Sardouie SH, Nasiri S, Clifford G. A deep learning-based method for automatic detection of epileptic seizure in a dataset with both generalized and focal seizure types. 2020 IEEE Signal Processing in Medicine and Biology Symposium (SPMB) 2020 December 5; pp. 1-6. 
@inproceedings{ArefEinizade_2020_12_05_Adeep,
    author = "Einizade, Aref and Mozafari, Mohsen and Sardouie, S Hajipour and Nasiri, Samaneh and Clifford, GD",
    title = "A deep learning-based method for automatic detection of epileptic seizure in a dataset with both generalized and focal seizure types",
    date = "2020-12-05",
    booktitle = "2020 IEEE Signal Processing in Medicine and Biology Symposium (SPMB)",
    url = "https://drive.google.com/file/d/1sPS0Ock5Hv9K0Hpv3xadm10HmW90g8R7/view?usp=sharing",
    pages = "1-6",
    publisher = "IEEE"
}
140
Rogers AJ, Tooley J, Thakkar V, Torres J, Xu J, Bhatia NK, Tung J, Alhusseini M, Baykaner T, Clifford GD, Zaharia M, Ashley EA, Perez MV, Narayan SM. Machine Learning of the Electrocardiogram to Detect Regional Structural Abnormalities of the Heart. 2020 American Heart Association Scientific Sessions 2020 November 13; 142 (Suppl_3.311): p. A311. 
@inproceedings{AlbertJRogers_2020_11_17_MachineLearning,
    author = "Rogers, Albert J and Tooley, James and Thakkar, Vyom and Torres, Jessica and Xu, Justin and Bhatia, Neal K and Tung, Jagteshwar and Alhusseini, Mahmood and Baykaner, Tina and Clifford, Gari D and Zaharia, Matei and Ashley, Euan A and Perez, Marco V and Narayan, Sanjiv M",
    title = "Machine Learning of the Electrocardiogram to Detect Regional Structural Abnormalities of the Heart",
    date = "2020-11-13",
    issue = "Suppl{\\_}3.311",
    booktitle = "2020 American Heart Association Scientific Sessions",
    url = "https://drive.google.com/file/d/1Lv-tn6t1s8kyv06a9l0qJvmfDJET8p9o/view?usp=sharing",
    pages = "A311",
    volume = "142",
    note = "Publisher: Lippincott Williams {\\&} Wilkins"
}
139
Reyna MA, Alday EAP, Gu A, Liu C, Seyedi S, Rad AB, Elola A, Li Q, Sharma A, Clifford GD. Classification of 12-lead ECGs: The PhysioNet/computing in cardiology challenge 2020. 2020 Computing in Cardiology, Rimini, Italy 2020 September 13; pp. 1-4. 
@inproceedings{MatthewAReyna_2020_09_13_Classificationof,
    author = "Reyna, Matthew A and Alday, Erick A Perez and Gu, Annie and Liu, Chengyu and Seyedi, Salman and Rad, Ali Bahrami and Elola, Andoni and Li, Qiao and Sharma, Ashish and Clifford, Gari D",
    title = "Classification of 12-lead ECGs: The PhysioNet/computing in cardiology challenge 2020",
    date = "2020-09-13",
    booktitle = "2020 Computing in Cardiology, Rimini, Italy",
    url = "https://drive.google.com/file/d/1Ue6Rywvr7fC6PGZ\_PHqnrIP7Tb6vhadd/view?usp=sharing",
    pages = "1-4",
    publisher = "IEEE"
}
138
Rogers A, Tung J, Tooley J, Bhatia N, Kang G, Alhusseini M, Baykaner T, Wang P, Perez M, Clifford GD, Tereshchenko L, Narayan S. Deep neural network trained on surface ECG improves diagnostic accuracy of prior myocardial infarction over Q wave analysis. European Society of Cardiology Congress 2020 - The Digital Experience 2020 August 29; 41 (Supplement_2): p. ehaa946. 3440. 
@inproceedings{ARogers_2020_11_Deepneural,
    author = "Rogers, A and Tung, JS and Tooley, J and Bhatia, NK and Kang, G and Alhusseini, MI and Baykaner, T and Wang, PJ and Perez, M and Clifford, G D and Tereshchenko, L and Narayan, SM",
    title = "Deep neural network trained on surface ECG improves diagnostic accuracy of prior myocardial infarction over Q wave analysis",
    date = "2020-08-29",
    issue = "Supplement{\\_}2",
    booktitle = "European Society of Cardiology Congress 2020 - The Digital Experience",
    url = "https://drive.google.com/file/d/1wuXCscyAQM-7ccT5SYO0zbt-DR\_-Swxm/view?usp=sharing",
    pages = "ehaa946. 3440",
    volume = "41",
    note = "Publisher: Oxford University Press"
}
137
Tung J, Rogers A, Ravi N, Bhatia N, Shah R, Purewal S, Baykaner T, Rappel W, Viswanathan M, Brodt C, Wang P, Clifford GD, Tereshchenko L, Narayan S. Comparing machine learning approaches to identify myocardial scar from the ECG. European Society of Cardiology Congress 2020 - The Digital Experience 2020 August 29; 41 (Supplement_2): p. ehaa946. 2048. 
@inproceedings{JTung_2020_11_Comparingmachine,
    author = "Tung, J and Rogers, AJ and Ravi, N and Bhatia, NK and Shah, RL and Purewal, SK and Baykaner, T and Rappel, WJ and Viswanathan, MN and Brodt, CR and Wang, PJ and Clifford, G D and Tereshchenko, L and Narayan, SM",
    title = "Comparing machine learning approaches to identify myocardial scar from the ECG",
    date = "2020-08-29",
    issue = "Supplement{\\_}2",
    booktitle = "European Society of Cardiology Congress 2020 - The Digital Experience",
    url = "https://drive.google.com/file/d/1pCV3nZiKe1tmH2os27fLDTI6rxUiwMTG/view?usp=sharing",
    pages = "ehaa946. 2048",
    volume = "41",
    note = "Publisher: Oxford University Press"
}
136
Nasiri S, Clifford GD. Attentive adversarial network for large-scale sleep staging. Machine Learning for Healthcare Conference (MLHC) 2020 2020 August 7; pp. 457-478. 
@inproceedings{SamanehNasiri_2020_09_18_Attentiveadversarial,
    author = "Nasiri, Samaneh and Clifford, Gari D",
    title = "Attentive adversarial network for large-scale sleep staging",
    date = "2020-08-07",
    booktitle = "Machine Learning for Healthcare Conference (MLHC) 2020",
    url = "https://drive.google.com/file/d/1F15r0i5ypRMCTDe60bRSv0bddUJi0YRW/view?usp=sharing",
    pages = "457-478",
    publisher = "PMLR"
}
135
Nasiri S, Clifford GD. Importance Weighting with a Adversarial Network for Large-Scale Sleep Staging. ICML - 37th International Conference on Machine Learning 2020 July 12; 37. 
@inproceedings{SamanehNasiri_2020_06_12_ImportanceWeighting,
    author = "Nasiri, Samaneh and Clifford, Gari D",
    title = "Importance Weighting with a Adversarial Network for Large-Scale Sleep Staging",
    date = "2020-07-12",
    booktitle = "ICML - 37th International Conference on Machine Learning",
    url = "https://drive.google.com/file/d/1ejq3sSmaBj1aBh1bQZN-AsGPTasMwMiV/view?usp=sharing",
    volume = "37"
}
134
Reyna MA, Josef C, Seyedi S, Jeter R, Shashikumar SP, Westover MB, Sharma A, Nemati S, Clifford GD. Early prediction of sepsis from clinical data: the physionet/computing in cardiology challenge 2019. In 2019 Computing in Cardiology (CinC). 2019 Computing in Cardiology (CinC), Matrix, Singapore 2019 September 8; 46. 
@inproceedings{MatthewAReyna_2019_Earlyprediction,
    author = "Reyna, Matthew A and Josef, Chris and Seyedi, Salman and Jeter, Russell and Shashikumar, Supreeth P and Westover, M Brandon and Sharma, Ashish and Nemati, Shamim and Clifford, Gari D",
    title = "Early prediction of sepsis from clinical data: the physionet/computing in cardiology challenge 2019. In 2019 Computing in Cardiology (CinC)",
    date = "2019-09-08",
    booktitle = "2019 Computing in Cardiology (CinC), Matrix, Singapore",
    volume = "46",
    url = "https://drive.google.com/file/d/1-BhF5S9Jpgqp\_TFAOkR6617N7wNN8vcc/view?usp=sharing"
}
133
Suresha PB, Cakmak AS, Poian GD, Shah AJ, Vaccarino V, Bliwise D, Clifford GD. Obstructive Sleep Apnea Classification in a Mixed-Disorder Elderly Male Population Using a Low-Cost Off-Body Movement Sensor. 2019 IEEE EMBS International Conference on Biomedical & Health Informatics (BHI), Chicago, IL, USA 2019 May 19; pp. 1-4. 
@inproceedings{PradyumnaByappanahalliSuresha_2019_05_19_ObstructiveSleep,
    author = "Suresha, Pradyumna Byappanahalli and Cakmak, Ayse Selin and Poian, Giulia Da and Shah, Amit J and Vaccarino, Viola and Bliwise, Donald and Clifford, Gari D",
    title = "Obstructive Sleep Apnea Classification in a Mixed-Disorder Elderly Male Population Using a Low-Cost Off-Body Movement Sensor",
    date = "2019-05-19",
    booktitle = "2019 IEEE EMBS International Conference on Biomedical \& Health Informatics (BHI), Chicago, IL, USA",
    url = "https://drive.google.com/file/d/1-CImkG2rQAboOa8Q8Hpi7ZiYnQbnoDFW/view?usp=sharing",
    pages = "1-4",
    publisher = "IEEE"
}
132
Cakmak AS, Lanier HJ, Reinertsen E, Harzand A, Zafari AM, Hammoud MA, Alrohaibani A, Wakwe C, Appeadu M, Clifford GD, Shah AJ. Passive smartphone actigraphy data predicts heart failure decompensation. Heart Rhythm 40th Annual Scientific Sessions 2019, San Francisco, CA, USA 2019 May 8; 140 (Suppl_1): p. A15444. 
@inproceedings{AyseSCakmak_2019_11_19_Passivesmartphone,
    author = "Cakmak, Ayse S and Lanier, Hugh J and Reinertsen, Erik and Harzand, Arash and Zafari, Abarmard M and Hammoud, Mhd Alaa and Alrohaibani, Alaaeddin and Wakwe, Candy and Appeadu, Michael and Clifford, Gari D and Shah, Amit J",
    title = "Passive smartphone actigraphy data predicts heart failure decompensation",
    date = "2019-05-08",
    issue = "Suppl{\\_}1",
    booktitle = "Heart Rhythm 40th Annual Scientific Sessions 2019, San Francisco, CA, USA",
    url = "https://drive.google.com/file/d/1MPjY6OiBj5r8oF9oV\_6MRlxPSPx9LgED/view?usp=sharing",
    pages = "A15444",
    volume = "140",
    note = "Publisher: Lippincott Williams {\\&} Wilkins"
}
131
Cakmak A, Reinertsen E, Taylor HA, Shah A, Clifford GD. Personalized heart failure severity estimates using passive smartphone data. 2018 IEEE International Conference on Big Data, Seattle, WA USA 2018 December 10; pp. 1569-1574. 
@inproceedings{AyseCakmak_2018_12_10_Personalizedheart,
    author = "Cakmak, Ayse and Reinertsen, Erik and Taylor, Herman A and Shah, Amit and Clifford, Gari David",
    title = "Personalized heart failure severity estimates using passive smartphone data",
    date = "2018-12-10",
    booktitle = "2018 IEEE International Conference on Big Data, Seattle, WA USA",
    url = "https://drive.google.com/file/d/1RCzp1yGjo5TVZLilNMnWFSjpUrjt6A5x/view?usp=sharing",
    pages = "1569-1574"
}
130
Chang F, Stanley M, Nemati S, Zia J, Clifford GD, Buchman T, Kirk A, Elster E. Preserving the Utility of Epidemiological Studies After a Change in Clinical Definition: A Comparison of Sepsis-2 and Sepsis-3 Epidemiology. American Public Health Association (APHA) 2018 Annual Meeting & Expo, San Diego, USA 2018 November 10; p. A405467. 
@inproceedings{FelixChang_2018_11_11_Preservingthe,
    author = "Chang, Felix and Stanley, Matthew and Nemati, Shamim and Zia, Jonathan and Clifford, Gari D and Buchman, Timothy and Kirk, Allan and Elster, Eric",
    title = "Preserving the Utility of Epidemiological Studies After a Change in Clinical Definition: A Comparison of Sepsis-2 and Sepsis-3 Epidemiology",
    date = "2018-11-10",
    booktitle = "American Public Health Association (APHA) 2018 Annual Meeting \& Expo, San Diego, USA",
    url = "https://drive.google.com/file/d/1gx7VgX1UdsjVq9NjBQxw0oX0pN7dx9Ld/view?usp=sharing",
    pages = "A405467",
    note = "Publisher: APHA"
}
129
Lah JJ, Goetz ME, John S, Lewis LM, Lomba C, Bergquist SH, Clifford GD, Goldstein FC, Loring DW, Kuerston R, Marcus M, Levey AI. A Search for Predictive AD Biomarkers: The Emory Healthy Brain Study. 143rd Annual Meeting of the American Neurological Association, Atlanta, GA, USA 2018 October 21; 84: pp. S170-S170. 
@inproceedings{JamesJLah_2018_10_01_ASearch,
    author = "Lah, James J and Goetz, Margarethe E and John, Samantha and Lewis, Lauren M and Lomba, Christina and Bergquist, Sharon H and Clifford, Gari D and Goldstein, Felicia C and Loring, David W and Kuerston, Richard and Marcus, Michelle and Levey, Allan I",
    title = "A Search for Predictive AD Biomarkers: The Emory Healthy Brain Study",
    date = "2018-10-21",
    booktitle = "143rd Annual Meeting of the American Neurological Association, Atlanta, GA, USA",
    url = "https://drive.google.com/file/d/1ZIBOHPEMfK\_5UpNIVKa0HkxFMfnGcYAA/view?usp=sharing",
    pages = "S170-S170",
    volume = "84",
    publisher = "Wiley"
}
128
Ghassemi MM, Moody BE, Li-wei HL, Song C, Li Q, Sun H, Westover MB, Clifford GD. You snooze, you win: the physionet/computing in cardiology challenge 2018. Computing in Cardiology Conference 2018, Maastricht, Netherlands 2018 September 24; 45: pp. 1-4. 
@inproceedings{MohammadMGhassemi_2018_YouSnooze,
    author = "Ghassemi, Mohammad M and Moody, Benjamin E and Li-wei, H Lehman and Song, Christopher and Li, Qiao and Sun, Haoqi and Westover, M Brandon and Clifford, Gari D",
    title = "You snooze, you win: the physionet/computing in cardiology challenge 2018",
    date = "2018-09-24",
    booktitle = "Computing in Cardiology Conference 2018, Maastricht, Netherlands",
    url = "https://drive.google.com/file/d/1EnDTryuvrQg6o3fFkL4Svf2PZJq4k6bo/view?usp=sharing",
    pages = "1-4",
    volume = "45"
}
127
Shashikumar SP, Shah AJ, Clifford GD, Nemati S. Detection of paroxysmal atrial fibrillation using attention-based bidirectional recurrent neural networks. 2018 ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, London, UK 2018 August 19; pp. 715-723. DOI: 10.1145/3219819.3219912. 
@inproceedings{SupreethPShashikumar_2018_08_19_Detectionof,
    author = "Shashikumar, Supreeth P and Shah, Amit J and Clifford, Gari D and Nemati, Shamim",
    title = "Detection of paroxysmal atrial fibrillation using attention-based bidirectional recurrent neural networks",
    date = "2018-08-19",
    booktitle = "2018 ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, London, UK",
    url = "https://drive.google.com/file/d/1MHiU4QEacABDnsd1-4EvgUV\_nXLoT421/view?usp=sharing",
    PAGES = "715-723",
    doi = "10.1145/3219819.3219912"
}
126
Valderrama CE, Marzbanrad F, Stroux L, Martinez B, Hall-Clifford R, Liu C, Katebi N, Rohloff P, Clifford GD. Improving the quality of point of care diagnostics with real-time machine learning in low literacy LMIC settings. COMPASS'18: Proceedings of the 1st ACM SIGCAS Conference on Computing and Sustainable Societies, San Jose, CA, USA 2018 June 20; pp. 1-11. 
@inproceedings{CamiloEValderrama_2018_06_20_Improvingthe,
    author = "Valderrama, Camilo E and Marzbanrad, Faezeh and Stroux, Lisa and Martinez, Boris and Hall-Clifford, Rachel and Liu, Chengyu and Katebi, Nasim and Rohloff, Peter and Clifford, Gari D",
    title = "Improving the quality of point of care diagnostics with real-time machine learning in low literacy LMIC settings",
    date = "2018-06-20",
    booktitle = "COMPASS'18: Proceedings of the 1st ACM SIGCAS Conference on Computing and Sustainable Societies, San Jose, CA, USA",
    url = "https://drive.google.com/file/d/1wGzoy-70xKxtCPrwoYcHqfdITE8Wd00h/view?usp=sharing",
    pages = "1-11"
}
125
Bolagh SNG, Clifford GD. Subject selection on a Riemannian manifold for unsupervised cross-subject seizure detection. 31st Conference on Neural Information Processing Systems (NIPS 2017), Long Beach, CA, USA 2017 December 1. DOI: 10.48550/arXiv.1712.00465. 
@inproceedings{SamanehNasiriGhoshehBolagh_2017_12_01_SubjectSelection,
    author = "Bolagh, Samaneh Nasiri Ghosheh and Clifford, Gari D",
    title = "Subject selection on a Riemannian manifold for unsupervised cross-subject seizure detection",
    date = "2017-12-01",
    booktitle = "31st Conference on Neural Information Processing Systems (NIPS 2017), Long Beach, CA, USA",
    url = "https://drive.google.com/file/d/1yfLp4MsBN25pwAzLu6jFQL\_K4rmcShEj/view?usp=sharing",
    publisher = "arXiv preprint arXiv:1712.00465",
    doi = "10.48550/arXiv.1712.00465"
}
124
Clifford GD, Liu C, Moody B, Li-wei HL, Silva I, Li Q, Johnson A, Mark RG. AF classification from a short single lead ECG recording: The PhysioNet/computing in cardiology challenge 2017. 2017 Computing in Cardiology (CinC) Conference, Rennes, France 2017 September 24; pp. 1-4. 
@inproceedings{GariDClifford_2017_09_24_AFclassification,
    author = "Clifford, Gari D and Liu, Chengyu and Moody, Benjamin and Li-wei, H Lehman and Silva, Ikaro and Li, Qiao and Johnson, AE and Mark, Roger G",
    title = "AF classification from a short single lead ECG recording: The PhysioNet/computing in cardiology challenge 2017",
    date = "2017-09-24",
    booktitle = "2017 Computing in Cardiology (CinC) Conference, Rennes, France",
    url = "https://drive.google.com/file/d/1mW0MApfGuWgbkzGME3FAZL2Qnbycb4hr/view?usp=sharing",
    pages = "1-4",
    publisher = "IEEE"
}
123
Liu C, Li Q, Suresh PB, Vest A, Clifford GD. Multi-source features and support vector machine for heart rhythm classification. Computing in Cardiology (CinC), Rennes, France, 2017 2017 September 24; pp. 1-4. DOI: 10.22489/CinC.2017.162-294. 
@inproceedings{ChengyuLiu_2017_09_24_Multisourcefeatures,
    author = "Liu, Chengyu and Li, Qiao and Suresh, Pradyumna B and Vest, Adriana and Clifford, Gari D",
    title = "Multi-source features and support vector machine for heart rhythm classification",
    date = "2017-09-24",
    booktitle = "Computing in Cardiology (CinC), Rennes, France, 2017",
    url = "https://drive.google.com/file/d/1t-F8R25wQ3HZvcPj819ZtaMm\_5rKSeJL/view?usp=sharing",
    pages = "1-4",
    doi = "10.22489/CinC.2017.162-294",
    publisher = "IEEE"
}
122
Behar JA, Palmius N, Daly J, Li Q, Rizzatti FG, Bittencourt L, Clifford GD. Sleep questionnaires in screening for obstructive sleep apnoea. 2017 Computing in Cardiology (CinC), Rennes, France 2017 September 24; pp. 1-5. 
@inproceedings{JoachimABehar_2017_09_24_Sleepquestionnaires,
    author = "Behar, Joachim A and Palmius, Niclas and Daly, Jonathan and Li, Qiao and Rizzatti, Fabiola G and Bittencourt, Lia and Clifford, Gari D",
    title = "Sleep questionnaires in screening for obstructive sleep apnoea",
    date = "2017-09-24",
    booktitle = "2017 Computing in Cardiology (CinC), Rennes, France",
    url = "https://drive.google.com/file/d/1TEL2deiAnzT9pZMIeDZWpentNR9rPn29/view?usp=sharing",
    pages = "1-5",
    publisher = "IEEE"
}
121
Marzbanrad F, Clifford GD. Analyzing fetal and maternal cardiorespiratory interactions during labor. 2017 Computing in Cardiology (CinC), Rennes, France 2017 September 24; pp. 1-4. 
@inproceedings{FaezehMarzbanrad_2017_09_24_Analyzingfetal,
    author = "Marzbanrad, Faezeh and Clifford, Gari D",
    title = "Analyzing fetal and maternal cardiorespiratory interactions during labor",
    date = "2017-09-24",
    booktitle = "2017 Computing in Cardiology (CinC), Rennes, France",
    url = "https://drive.google.com/file/d/1sK0dM6dBGEaNo4tOF1wLTSRNmt7rB2Gw/view?usp=sharing",
    pages = "1-4",
    publisher = "IEEE"
}
120
Clifford GD. Combining multiple cardiac output estimators to reduce prediction error. The International Congress of Electrocardiology (ICE) 2017, Portland, OR, USA 2017 June 24; 50 (6): p. 858. 
@inproceedings{GariDClifford_2017_11_01_Combiningmultiple,
    author = "Clifford, Gari D",
    title = "Combining multiple cardiac output estimators to reduce prediction error",
    date = "2017-06-24",
    issue = "6",
    booktitle = "The International Congress of Electrocardiology (ICE) 2017, Portland, OR, USA",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-iYS14Y01DQlZxaVU/view?usp=sharing\&resourcekey=0-qBfBw3sEbJlUKRpQlVHfqQ",
    pages = "858",
    volume = "50",
    note = "Publisher: Churchill Livingstone"
}
119
Dedhia R, Bliwise D, Quyyumi A, Strollo P, Li Q, Clifford G. 0564 IMPACT OF HYPOGLOSSAL NERVE STIMULATION ON HEART RATE VARIABILITY: THE STAR TRIAL. Sleep 2017 Annual Meeting, Boston, Massachusetts 2017 June 3; 40: p. A210. 
@inproceedings{RCDedhia_2017_04_01_Impactof,
    author = "Dedhia, RC and Bliwise, DL and Quyyumi, AA and Strollo, PJ and Li, Q and Clifford, GD",
    title = "0564 IMPACT OF HYPOGLOSSAL NERVE STIMULATION ON HEART RATE VARIABILITY: THE STAR TRIAL",
    date = "2017-06-03",
    booktitle = "Sleep 2017 Annual Meeting, Boston, Massachusetts",
    url = "https://drive.google.com/file/d/1Z-Ot8iRquEMxUuzX4SeiinzAVfn5Mt\_8/view?usp=sharing",
    pages = "A210",
    volume = "40",
    publisher = "Oxford University Press"
}
118
Shah AJ, Fang S, Pimple P, Lewis T, Goldberg J, Bliwise D, Alonso A, Clifford GD, Hall M, Bremner JD, Vaccarino V. ASSOCIATION OF POSTTRAUMATIC STRESS DISORDER WITH SLEEP DYSFUNCTION IN MALE VETERAN TWINS. American Psychosomatic Society 75th Annual Scientific Meeting, Sevilla, Spain 2017 March 15; 79 (4): pp. A136-A137. 
@inproceedings{AmitJShah_2017_05_01_Associationof,
    author = "Shah, Amit J and Fang, Shuyang and Pimple, Pratik and Lewis, Tene and Goldberg, Jack and Bliwise, Donald and Alonso, Alvaro and Clifford, Gari D and Hall, Martica and Bremner, J Douglas and Vaccarino, Viola",
    title = "ASSOCIATION OF POSTTRAUMATIC STRESS DISORDER WITH SLEEP DYSFUNCTION IN MALE VETERAN TWINS",
    date = "2017-03-15",
    booktitle = "American Psychosomatic Society 75th Annual Scientific Meeting, Sevilla, Spain",
    issue = "4",
    url = "https://drive.google.com/file/d/1xhvgur9IlJ1Ec8VMq-chmC27kjJ0Jhmv/view?usp=sharing",
    pages = "A136-A137",
    volume = "79",
    publisher = "Lippincott Williams {\\&} Wilkins"
}
117
Shashikumar SP, Shah AJ, Li Q, Clifford GD, Nemati S. A deep learning approach to monitoring and detecting atrial fibrillation using wearable technology. 2017 IEEE EMBS International Conference on Biomedical & Health Informatics (BHI), Orlando, FL, USA 2017 February 16; pp. 141-144. 
@inproceedings{SupreethPrajwalShashikumar_2017_02_16_Adeep,
    author = "Shashikumar, Supreeth Prajwal and Shah, Amit J and Li, Qiao and Clifford, Gari D and Nemati, Shamim",
    title = "A deep learning approach to monitoring and detecting atrial fibrillation using wearable technology",
    date = "2017-02-16",
    booktitle = "2017 IEEE EMBS International Conference on Biomedical \& Health Informatics (BHI), Orlando, FL, USA",
    url = "https://drive.google.com/file/d/1dvWiCIaBKtxT1TNRLAe6eo664BneJl1R/view?usp=sharing",
    pages = "141-144",
    publisher = "IEEE"
}
116
Isakadze N, Levantsevych O, Clifford GD, Nemati S, Shah A. Development and Evaluation of a Novel Algorithm for Diagnosing Atrial Fibrillation Using Wristband Technology. The American Heart Association Scientific Session 2016 (AHA16), New Orleans, Louisiana, USA 2016 November 11; 134 (suppl_1): p. A18248. 
@inproceedings{NinoIsakadze_2016_11_11_Developmentand,
    author = "Isakadze, Nino and Levantsevych, Oleksiy and Clifford, Gari D and Nemati, Shamim and Shah, Amit",
    title = "Development and Evaluation of a Novel Algorithm for Diagnosing Atrial Fibrillation Using Wristband Technology",
    date = "2016-11-11",
    issue = "suppl{\\_}1",
    booktitle = "The American Heart Association Scientific Session 2016 (AHA16), New Orleans, Louisiana, USA",
    url = "https://drive.google.com/file/d/1dcypyFxYLUd6bNpWBnnPX2aZt0WOuR2j/view?usp=sharing",
    pages = "A18248",
    volume = "134",
    note = "Publisher: Lippincott Williams {\\&} Wilkins"
}
115
Liu C, Li Q, Clifford GD. Evaluation of the accuracy and noise response of an open-source pulse onset detection algorithm on pulsatile waveform databases. 2016 Computing in Cardiology Conference (CinC), Vancouver, BC, Canada 2016 September 11; pp. 913-916. 
@inproceedings{ChengyuLiu_2016_09_11_Evaluationof,
    author = "Liu, Chengyu and Li, Qiao and Clifford, Gari D",
    title = "Evaluation of the accuracy and noise response of an open-source pulse onset detection algorithm on pulsatile waveform databases",
    date = "2016-09-11",
    booktitle = "2016 Computing in Cardiology Conference (CinC), Vancouver, BC, Canada",
    url = "https://drive.google.com/file/d/1TJJFxnLK1\_wVsS2Y00djvGD\_5tvMElFJ/view?usp=sharing",
    pages = "913-916",
    publisher = "IEEE"
}
114
Clifford GD, Liu C, Moody B, Springer D, Silva I, Li Q, Mark RG. Classification of normal/abnormal heart sound recordings: The PhysioNet/Computing in Cardiology Challenge 2016. 2016 Computing in Cardiology Conference (CinC), Vancouver, Canada 2016 September 11; pp. 609-612. 
@inproceedings{GariDClifford_2016_09_11_Classificationof,
    author = "Clifford, Gari D and Liu, Chengyu and Moody, Benjamin and Springer, David and Silva, Ikaro and Li, Qiao and Mark, Roger G",
    title = "Classification of normal/abnormal heart sound recordings: The PhysioNet/Computing in Cardiology Challenge 2016",
    date = "2016-09-11",
    booktitle = "2016 Computing in Cardiology Conference (CinC), Vancouver, Canada",
    url = "https://drive.google.com/file/d/1og82URrivG93W8R\_qCOv6hy30cuaOXGN/view?usp=sharing",
    pages = "609-612",
    publisher = "IEEE"
}
113
Marzbanrad F, Khandoker AH, Kimura Y, Palaniswami M, Clifford GD. Estimating fetal gestational age using cardiac valve intervals. 2016 Computing in Cardiology Conference (CinC), Vancouver, Canada 2016 September 11; pp. 109-112. 
@inproceedings{FaezehMarzbanrad_2016_09_11_Estimatingfetal,
    author = "Marzbanrad, Faezeh and Khandoker, Ahsan H and Kimura, Yoshitaka and Palaniswami, Marimuthu and Clifford, Gari D",
    title = "Estimating fetal gestational age using cardiac valve intervals",
    date = "2016-09-11",
    booktitle = "2016 Computing in Cardiology Conference (CinC), Vancouver, Canada",
    url = "https://drive.google.com/file/d/1CzEP2--KrWJVDrUrNbHoDAtb2v7IfsLQ/view?usp=sharing",
    pages = "109-112",
    publisher = "IEEE"
}
112
Nemati S, Ghassemi MM, Ambai V, Isakadze N, Levantsevych O, Shah A, Clifford GD. Monitoring and detecting atrial fibrillation using wearable technology. 2016 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), Orlando, FL, USA 2016 August 16; pp. 3394-3397. 
@inproceedings{ShamimNemati_2016_08_16_Monitoringand,
    author = "Nemati, Shamim and Ghassemi, Mohammad M and Ambai, Vaidehi and Isakadze, Nino and Levantsevych, Oleksiy and Shah, Amit and Clifford, Gari D",
    title = "Monitoring and detecting atrial fibrillation using wearable technology",
    date = "2016-08-16",
    booktitle = "2016 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), Orlando, FL, USA",
    url = "https://drive.google.com/file/d/1Qbf5iWlKcfLK-TPmTNMkJWqO4iwghxp-/view?usp=sharing",
    pages = "3394-3397",
    publisher = "IEEE"
}
111
Nemati S, Ghassemi MM, Clifford GD. Optimal medication dosing from suboptimal clinical examples: A deep reinforcement learning approach. 2016 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) 2016 August 16; pp. 2978-2981. 
@inproceedings{ShamimNemati_2016_08_16_Optimalmedication,
    author = "Nemati, Shamim and Ghassemi, Mohammad M and Clifford, Gari D",
    title = "Optimal medication dosing from suboptimal clinical examples: A deep reinforcement learning approach",
    date = "2016-08-16",
    booktitle = "2016 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)",
    url = "https://drive.google.com/file/d/1oIL6ULAMHcPRedj6xI4Dgb96gZNVPqpN/view?usp=sharing",
    pages = "2978-2981",
    publisher = "IEEE"
}
110
Clifford GD, Silva I, Moody B, Mark R. The PhysioNet/Computing in Cardiology Challenge 2015: Reducing False Arrhythmia Alarms in the ICU. Computing in Cardiology 2015, Nice, France 2015 September 6; 42: pp. 273-276. 
@inproceedings{GariDClifford_2015_02_ReducingFalse,
    author = "Clifford, Gari D and Silva, Ikaro and Moody, Benjamin and Mark, Roger",
    title = "The PhysioNet/Computing in Cardiology Challenge 2015: Reducing False Arrhythmia Alarms in the ICU",
    date = "2015-09-06",
    booktitle = "Computing in Cardiology 2015, Nice, France",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-ibzJDZ2M1OExmTGc/view?usp=sharing\&resourcekey=0-pRn1xHmU5bMOLErAqyEcyw",
    pages = "273-276",
    volume = "42",
    dio = "10.1109/CIC.2015.7408639"
}
109
Zhu T, Pimentel MA, Clifford GD, Clifton DA. Bayesian fusion of algorithms for the robust estimation of respiratory rate from the photoplethysmogram. 2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), Milan, Italy 2015 August 25; pp. 6138-6141. 
@inproceedings{TingtingZhu_2015_08_25_Bayesianfusion,
    author = "Zhu, Tingting and Pimentel, Marco AF and Clifford, Gari D and Clifton, David A",
    title = "Bayesian fusion of algorithms for the robust estimation of respiratory rate from the photoplethysmogram",
    date = "2015-08-25",
    booktitle = "2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), Milan, Italy",
    url = "https://drive.google.com/file/d/1QvQOAsedMwVUL-XyWN8a4TNlP8FynQKd/view?usp=sharing",
    pages = "6138-6141",
    publisher = "IEEE"
}
108
Bilderbeck A, Saunders K, Clifford G, Tsanas A, Osipov M, Harrison P, Harmer C, Nobre A, Geddes J, Goodwin G. Daily and weekly mood ratings: relative contributions to the differentiation of bipolar disorder and borderline personality disorder. 17th Annual Conference of the International Society for Bipolar Disorders, Toronto, Canada 2015 June 3; 17: pp. 129-130. 
@inproceedings{ACBilderbeck_2015_06_01_Dailyand,
    author = "Bilderbeck, AC and Saunders, KEA and Clifford, GD and Tsanas, A and Osipov, M and Harrison, PJ and Harmer, CJ and Nobre, AC and Geddes, JR and Goodwin, GM",
    title = "Daily and weekly mood ratings: relative contributions to the differentiation of bipolar disorder and borderline personality disorder",
    date = "2015-06-03",
    booktitle = "17th Annual Conference of the International Society for Bipolar Disorders, Toronto, Canada",
    url = "https://drive.google.com/file/d/18Y17FtByh3wIQdOELpm1XWPHbTBx0IWt/view?usp=sharing",
    pages = "129-130",
    volume = "17",
    publisher = "WILEY-BLACKWELL"
}
107
Saunders K, Bilderbeck A, Panchal P, Brett D, Clifford G, Harmer C, Nobre A, Harrison P, Geddes J, Goodwin G. Acceptability and tolerability of ambulatory monitoring in bipolar disorder: a patient perspective. 17th Annual Conference of the International Society for Bipolar Disorders, Toronto, Canada 2015 June 3; 17: p. 86. 
@inproceedings{KSaunders_2015_06_01_Acceptabilityand,
    author = "Saunders, K and Bilderbeck, AC and Panchal, P and Brett, D and Clifford, GD and Harmer, CJ and Nobre, AC and Harrison, PJ and Geddes, JR and Goodwin, GM",
    title = "Acceptability and tolerability of ambulatory monitoring in bipolar disorder: a patient perspective",
    date = "2015-06-03",
    booktitle = "17th Annual Conference of the International Society for Bipolar Disorders, Toronto, Canada",
    url = "https://drive.google.com/file/d/12IPJOwinTBeYfjhp5Rus\_xZZ0Gm97tKx/view?usp=sharing",
    pages = "86",
    volume = "17",
    publisher = "WILEY-BLACKWELL"
}
106
Andreotti F, Behar J, Zaunseder S, Clifford G, Oster J. Evaluation of non-invasive foetal ECG extraction algorithms using non-stationary mixtures. XXIV Brazilian Congress on Biomedical Engineering - CBEB 2014, Uberlândia, Minas Gerais, Brazil 2014 October 13; p. 1585. 
@inproceedings{FAndreotti_2015_Evaluationof,
    author = "Andreotti, F and Behar, J and Zaunseder, S and Clifford, GD and Oster, J",
    title = "Evaluation of non-invasive foetal ECG extraction algorithms using non-stationary mixtures",
    date = "2014-10-13",
    booktitle = "XXIV Brazilian Congress on Biomedical Engineering - CBEB 2014, Uberlândia, Minas Gerais, Brazil",
    url = "https://drive.google.com/file/d/1DI85lBgaRa\_6t9rA4\_B0hdifbhIQsKaf/view?usp=sharing",
    pages = "1585"
}
105
Clifford GD, Arteta C, Zhu T, Pimentel MA, Santos M, Domingos J, Maraci M, Behar J, Oster J. A scalable mHealth system for noncommunicable disease management. IEEE Global Humanitarian Technology Conference (GHTC 2014), San Jose, CA, USA 2014 October 10; pp. 41-48. 
@inproceedings{GariDClifford_2014_10_10_Ascalable,
    author = "Clifford, Gari D and Arteta, Carlos and Zhu, Tingting and Pimentel, Marco AF and Santos, M and Domingos, J and Maraci, M and Behar, Joachim and Oster, Julien",
    title = "A scalable mHealth system for noncommunicable disease management",
    date = "2014-10-10",
    booktitle = "IEEE Global Humanitarian Technology Conference (GHTC 2014), San Jose, CA, USA",
    url = "https://drive.google.com/file/d/10JljsYAOrM76ghraUlT2yowyu-ITxwfZ/view?usp=sharing",
    pages = "41-48",
    publisher = "IEEE"
}
104
Palmius N, Osipov M, Bilderbeck A, Goodwin G, Saunders K, Tsanas A, Clifford G. A multi-sensor monitoring system for objective mental health management in resource constrained environments. 8th International Conference on Appropriate Healthcare Technologies for Low Resource Settings (AHT 2014), London, United Kingdom 2014 September 17; pp. 1-4. 
@inproceedings{NPalmius_2014_09_Amultisensor,
    author = "Palmius, N and Osipov, M and Bilderbeck, AC and Goodwin, GM and Saunders, K and Tsanas, A and Clifford, GD",
    title = "A multi-sensor monitoring system for objective mental health management in resource constrained environments",
    date = "2014-09-17",
    booktitle = "8th International Conference on Appropriate Healthcare Technologies for Low Resource Settings (AHT 2014), London, United Kingdom",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-iVlFybzU4MjQ4UFU/view?usp=sharing\&resourcekey=0-4snqCJmCSltN6SnNosSWFA",
    pages = "1-4",
    publisher = "IET Digital Library"
}
103
Zhu T, Osipov M, Papastylianou T, Oster J, Clifton D, Clifford G. An intelligent cardiac health monitoring and review system. 8th International Conference on Appropriate Healthcare Technologies for Low Resource Settings (AHT 2014), London, United Kingdom 2014 September 17; pp. 1-4. 
@inproceedings{TZhu_2014_09_17_Anintelligent,
    author = "Zhu, T and Osipov, M and Papastylianou, T and Oster, J and Clifton, DA and Clifford, GD",
    title = "An intelligent cardiac health monitoring and review system",
    date = "2014-09-17",
    booktitle = "8th International Conference on Appropriate Healthcare Technologies for Low Resource Settings (AHT 2014), London, United Kingdom",
    url = "https://drive.google.com/file/d/0B-JN4X\_-q3f5OEdLcnJoeUZvcE0/view?usp=sharing\&resourcekey=0-uQzl3H0nv5EhoHLwhblDiQ",
    pages = "1-4",
    publisher = "IET"
}
102
Daly J, Roebuck A, Palmius N, Morys M, Gilfriche P, Behar J, Clifford G. SleepCare: obstructive sleep apnoea screening using mobile health technology. 8th International Conference on Appropriate Healthcare Technologies for Low Resource Settings (AHT 2014), London, United Kingdom 2014 September 17; pp. 1-4. 
@inproceedings{JDaly_2014_09_17_SleepCareobstructive,
    author = "Daly, J and Roebuck, A and Palmius, N and Morys, M and Gilfriche, P and Behar, J and Clifford, GD",
    title = "SleepCare: obstructive sleep apnoea screening using mobile health technology",
    date = "2014-09-17",
    booktitle = "8th International Conference on Appropriate Healthcare Technologies for Low Resource Settings (AHT 2014), London, United Kingdom",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-iZXRfc2tUSkdRM1E/view?usp=sharing\&resourcekey=0-U0Z4-3B0YQ5paZ7Fj5Ee3A",
    pages = "1-4",
    publisher = "IET"
}
101
Papastylianou T, Behar J, Guazzi A, Jorge J, Laranjeira S, Maraci M, Clifford G, Hope R, Thomson P. Smart handpumps: technical aspects of a one-year field trial in rural Kenya. 8th International Conference on Appropriate Healthcare Technologies for Low Resource Settings (AHT 2014), London, United Kingdom 2014 September 17; pp. 1-4. 
@inproceedings{TPapastylianou_2014_01_01_Smarthandpumps,
    author = "Papastylianou, T and Behar, J and Guazzi, A and Jorge, J and Laranjeira, S and Maraci, MA and Clifford, GD and Hope, RA and Thomson, P",
    title = "Smart handpumps: technical aspects of a one-year field trial in rural Kenya",
    date = "2014-09-17",
    booktitle = "8th International Conference on Appropriate Healthcare Technologies for Low Resource Settings (AHT 2014), London, United Kingdom",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-iT0N5MERaY3gybEU/view?usp=sharing\&resourcekey=0-7UZDaQzRikrxbRMiMB3B4g",
    pages = "1-4",
    note = "Publisher: IET Digital Library"
}
100
Pimentel M, Santos M, Maraci M, Arteta C, Domingos J, Clifton D, Clifford G. A $5 smart blood pressure system. 8th International Conference on Appropriate Healthcare Technologies for Low Resource Settings (AHT 2014), London, United Kingdom 2014 September 17; pp. 1-4. 
@inproceedings{MAFPimentel_2014_01_01_A5,
    author = "Pimentel, MAF and Santos, MD and Maraci, MA and Arteta, C and Domingos, JS and Clifton, DA and Clifford, GD",
    title = "A $5 smart blood pressure system",
    date = "2014-09-17",
    booktitle = "8th International Conference on Appropriate Healthcare Technologies for Low Resource Settings (AHT 2014), London, United Kingdom",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-ic0VtbnhJaXpnbzA/view?usp=sharing\&resourcekey=0-wLS\_KSkGyCfzoDjv6BWa\_Q",
    pages = "1-4",
    note = "Publisher: IET Digital Library"
}
99
Stroux L, King N, Fathima S, Hall-Clifford R, Rohloff P, Clifford G. A low-cost perinatal monitoring system for use in rural Guatemala. 8th International Conference on Appropriate Healthcare Technologies for Low Resource Settings (AHT 2014), London, United Kingdom 2014 September 17; p. 17. 
@inproceedings{LStroux_2014_01_01_Alowcost,
    author = "Stroux, L and King, NE and Fathima, S and Hall-Clifford, R and Rohloff, P and Clifford, GD",
    title = "A low-cost perinatal monitoring system for use in rural Guatemala",
    date = "2014-09-17",
    booktitle = "8th International Conference on Appropriate Healthcare Technologies for Low Resource Settings (AHT 2014), London, United Kingdom",
    url = "https://drive.google.com/file/d/1nmB47H\_MZO-VOOwXUjL9ihcrkrkN2hTo/view?usp=sharing",
    pages = "17",
    note = "Publisher: IET Digital Library"
}
98
Springer DB, Zühlke L, Mayosi B, Tarassenko L, Clifford G. Mobile phone-based rheumatic heart disease diagnosis. Appropriate Healthcare Technologies for Low Resource Setting (AHT 2014) 2014 September; pp. 1-1. 
@inproceedings{DavidBSpringer_2014_01_01_Mobilephonebased,
    author = {Springer, David B and Z{\"u}hlke, LJ and Mayosi, BM and Tarassenko, L and Clifford, GD},
    title = "Mobile phone-based rheumatic heart disease diagnosis",
    date = "2014-09",
    booktitle = "Appropriate Healthcare Technologies for Low Resource Setting (AHT 2014)",
    url = "https://drive.google.com/file/d/0B5SqSlPcubSuVTZ4M3RZQjhVZTA/view?usp=sharing\&resourcekey=0-KHkG4ZVuDNGhV5MMBB5bFw",
    pages = "1-1",
    note = "Publisher: IET Digital Library"
}
97
Fathima SF, Palmius N, Clifton D, Rohloff P, Clifford G, Hall-Clifford R. Sanitation-related disease surveillance using community health promoters and mobile phone technology. Appropriate Healthcare Technologies for Low Resource Setting (AHT 2014) 2014 September; pp. 3-3. 
@inproceedings{SanaFFathima_2014_01_01_Sanitationrelateddisease,
    author = "Fathima, Sana F and Palmius, N and Clifton, D and Rohloff, P and Clifford, GD and Hall-Clifford, R",
    title = "Sanitation-related disease surveillance using community health promoters and mobile phone technology",
    date = "2014-09",
    booktitle = "Appropriate Healthcare Technologies for Low Resource Setting (AHT 2014)",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-ibzN5bFVkeko5Qms/view?usp=sharing\&resourcekey=0-8taEjUabK5TgJ4PwW3Qcqg",
    pages = "3-3",
    note = "Publisher: IET Digital Library"
}
96
Zhu T, Behar J, Papastylianou T, Clifford GD. CrowdLabel: A crowdsourcing platform for electrophysiology. Computing in Cardiology 2014, Cambridge, MA, USA 2014 September 7; pp. 789-792. 
@inproceedings{TingtingZhu_2014_09_07_CrowdLabelA,
    author = "Zhu, Tingting and Behar, Joachim and Papastylianou, Tasos and Clifford, Gari D",
    title = "CrowdLabel: A crowdsourcing platform for electrophysiology",
    date = "2014-09-07",
    booktitle = "Computing in Cardiology 2014, Cambridge, MA, USA",
    url = "https://drive.google.com/file/d/0B-JN4X\_-q3f5OTJmTmRtUFBpMnM/view?usp=sharing\&resourcekey=0-UjA8wI3DFG9XcebAnZ7DCA",
    pages = "789-792",
    publisher = "IEEE"
}
95
Behar J, Andreotti F, Oster J, Clifford GD. A Bayesian filtering framework for accurate extracting of the non-invasive FECG morphology. Computing in Cardiology 2014, Cambridge, MA, USA 2014 September 7; pp. 53-56. 
@inproceedings{JoachimBehar_2014_09_07_ABayesian,
    author = "Behar, Joachim and Andreotti, Fernando and Oster, Julien and Clifford, Gari D",
    title = "A Bayesian filtering framework for accurate extracting of the non-invasive FECG morphology",
    date = "2014-09-07",
    booktitle = "Computing in Cardiology 2014, Cambridge, MA, USA",
    url = "https://drive.google.com/file/d/1VVSZIZ1lf8a1-rnA\_bGTeLpUpeg8sIyO/view?usp=sharing",
    pages = "53-56",
    publisher = "IEEE"
}
94
Springer DB, Brennan T, Hitzeroth J, Mayosi BM, Tarassenko L, Clifford GD. Robust heart rate estimation from noisy phonocardiograms. Computing in Cardiology 2014, Cambridge, MA, USA 2014 September 7; pp. 613-616. 
@inproceedings{DavidBSpringer_2014_09_07_Robustheart,
    author = "Springer, David B and Brennan, Thomas and Hitzeroth, Jens and Mayosi, Bongani M and Tarassenko, Lionel and Clifford, Gari D",
    title = "Robust heart rate estimation from noisy phonocardiograms",
    date = "2014-09-07",
    booktitle = "Computing in Cardiology 2014, Cambridge, MA, USA",
    url = "https://drive.google.com/file/d/0B5SqSlPcubSuWmt0LU9LZWt6aDA/view?usp=sharing\&resourcekey=0-lfkbeJhWnu1EJSAKSJNPGQ",
    pages = "613-616",
    publisher = "IEEE"
}
93
Pimentel MA, Santos MD, Springer DB, Clifford GD. Hidden semi-Markov model-based heartbeat detection using multimodal data and signal quality indices. Computing in Cardiology 2014, Cambridge, MA, USA 2014 September 7; pp. 553-556. 
@inproceedings{MarcoAFPimentel_2014_09_07_HiddensemiMarkov,
    author = "Pimentel, Marco AF and Santos, Mauro D and Springer, David B and Clifford, Gari D",
    title = "Hidden semi-Markov model-based heartbeat detection using multimodal data and signal quality indices",
    date = "2014-09-07",
    booktitle = "Computing in Cardiology 2014, Cambridge, MA, USA",
    url = "https://drive.google.com/file/d/1sVPly6-grlvy\_3Adqtx2dvj98fnzH79A/view?usp=sharing",
    pages = "553-556",
    publisher = "IEEE"
}
92
Andreotti F, Behar J, Oster J, Clifford GD, Malberg H, Zaunseder S. Optimized modelling of maternal ECG beats using the stationary wavelet transform. Computing in Cardiology 2014, Cambridge, MA, USA 2014 September 7; pp. 325-328. 
@inproceedings{FernandoAndreotti_2014_09_07_Optimizedmodelling,
    author = "Andreotti, Fernando and Behar, Joachim and Oster, Julien and Clifford, Gari D and Malberg, Hagen and Zaunseder, Sebastian",
    title = "Optimized modelling of maternal ECG beats using the stationary wavelet transform",
    date = "2014-09-07",
    booktitle = "Computing in Cardiology 2014, Cambridge, MA, USA",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-iQS1teHlPbzRsYk0/view?usp=sharing\&resourcekey=0-c8hH0hxUVAyVqjM6ztQf9A",
    pages = "325-328",
    publisher = "IEEE"
}
91
Johnson AE, Kramer AA, Clifford GD. Data preprocessing and mortality prediction: The Physionet/CinC 2012 challenge revisited. Computing in Cardiology 2014, Cambridge, MA, USA 2014 September 7; pp. 157-160. 
@inproceedings{AlistairEWJohnson_2014_09_07_Datapreprocessing,
    author = "Johnson, Alistair EW and Kramer, Andrew A and Clifford, Gari D",
    title = "Data preprocessing and mortality prediction: The Physionet/CinC 2012 challenge revisited",
    date = "2014-09-07",
    booktitle = "Computing in Cardiology 2014, Cambridge, MA, USA",
    url = "https://drive.google.com/file/d/1uSTIhMRL67a6wexekw7wzm9TL4ZWG3e2/view?usp=sharing",
    pages = "157-160",
    publisher = "IEEE"
}
90
Tsanas A, Clifford GD, Vartela V, Sfirakis P. Quantitative insights into the closed loop cardiovascular system using an electrical lumped element physiological model. Computing in Cardiology 2014, Cambridge, MA, USA 2014 September 7; pp. 509-512. 
@inproceedings{AthanasiosTsanas_2014_09_07_Quantitativeinsights,
    author = "Tsanas, Athanasios and Clifford, Gari D and Vartela, Vassiliki and Sfirakis, Petros",
    title = "Quantitative insights into the closed loop cardiovascular system using an electrical lumped element physiological model",
    date = "2014-09-07",
    booktitle = "Computing in Cardiology 2014, Cambridge, MA, USA",
    url = "https://drive.google.com/file/d/0B\_FrFymZ-wr4WmxMS2xQZ19LbDQ/view?usp=sharing\&resourcekey=0-nmsyPWAJh5vCCIgkWbRwBg",
    pages = "509-512",
    publisher = "IEEE"
}
89
Johnson AE, Behar J, Andreotti F, Clifford GD, Oster J. R-peak estimation using multimodal lead switching. Computing in Cardiology 2014, Cambridge, MA, USA 2014 September 7; pp. 281-284. 
@inproceedings{AlistairEWJohnson_2014_09_07_Rpeakestimation,
    author = "Johnson, Alistair EW and Behar, Joachim and Andreotti, Fernando and Clifford, Gari D and Oster, Julien",
    title = "R-peak estimation using multimodal lead switching",
    date = "2014-09-07",
    booktitle = "Computing in Cardiology 2014, Cambridge, MA, USA",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-ibkJiQWhIYnNiaUE/view?usp=sharing\&resourcekey=0-Kdp92iJR7uzmRYCPhiybcQ",
    pages = "281-284",
    publisher = "IEEE"
}
88
Springer DB, Tarassenko L, Clifford GD. Support vector machine hidden semi-Markov model-based heart sound segmentation. Computing in Cardiology 2014, Cambridge, MA, USA 2014 September 7; pp. 625-628. 
@inproceedings{DavidBSpringer_2014_09_07_Supportvector,
    author = "Springer, David B and Tarassenko, Lionel and Clifford, Gari D",
    title = "Support vector machine hidden semi-Markov model-based heart sound segmentation",
    date = "2014-09-07",
    booktitle = "Computing in Cardiology 2014, Cambridge, MA, USA",
    url = "https://drive.google.com/file/d/0B5SqSlPcubSua1hLUWJKVG56WHM/view?usp=sharing\&resourcekey=0-xhdPQnzX7TcT2PHJF3bOSQ",
    pages = "625-628",
    publisher = "IEEE"
}
87
Alvi MS, Andreotti F, Oster J, Zaunseder S, Clifford GD, Behar J. fecgsyngui: A GUI interface to fecgsyn for simulation of maternal-foetal activity mixtures on abdominal electrocardiogram recordings. Computing in Cardiology 2014, Cambridge, MA, USA 2014 September 7; pp. 541-544. 
@inproceedings{MohsanSAlvi_2014_09_07_fecgsynguiA,
    author = "Alvi, Mohsan S and Andreotti, Fernando and Oster, Julien and Zaunseder, Sebastian and Clifford, Gari D and Behar, Joachim",
    title = "fecgsyngui: A GUI interface to fecgsyn for simulation of maternal-foetal activity mixtures on abdominal electrocardiogram recordings",
    date = "2014-09-07",
    booktitle = "Computing in Cardiology 2014, Cambridge, MA, USA",
    url = "https://drive.google.com/file/d/1rz56Tr7FqeSUUSWQbjhYhksccG3Fv2PY/view?usp=sharing",
    pages = "541-544",
    publisher = "IEEE"
}
86
Pimentel MA, Santos MD, Arteta C, Domingos JS, Maraci MA, Clifford GD. Respiratory rate estimation from the oscillometric waveform obtained from a non-invasive cuff-based blood pressure device. 2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society 2014 August 26; pp. 3821-3824. 
@inproceedings{MarcoAFPimentel_2014_08_26_Respiratoryrate,
    author = "Pimentel, Marco AF and Santos, Mauro D and Arteta, Carlos and Domingos, Jo{\\textasciitilde a}o S and Maraci, Mohammad Ali and Clifford, Gari D",
    title = "Respiratory rate estimation from the oscillometric waveform obtained from a non-invasive cuff-based blood pressure device",
    date = "2014-08-26",
    booktitle = "2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-ieGwyaTMzZ2VPYnhKR3VXWW1zVkY4X05QM1ZJ/view?usp=sharing\&resourcekey=0-NUBxgxAo3T0oId93iQ6NQQ",
    pages = "3821-3824",
    publisher = "IEEE"
}
85
Stroux L, Clifford GD. The importance of biomedical signal quality classification for successful mHealth implementation. 2014 Tech4Dev International Conference UNESCO Chair in Technologies for Development: What is Essential?, EPFL, Lausanne, Switzerland 2014 June 4. 
@inproceedings{LisaStroux_2014_06_04_TheImportance,
    author = "Stroux, Lisa and Clifford, Gari D.",
    title = "The importance of biomedical signal quality classification for successful mHealth implementation",
    date = "2014-06-04",
    booktitle = "2014 Tech4Dev International Conference UNESCO Chair in Technologies for Development: What is Essential?, EPFL, Lausanne, Switzerland",
    url = "https://scholar.google.com/scholar?cluster=12940323692563560319\&hl=en\&oi=scholarr",
    publisher = "EPFL, Lausanne, Switzerland"
}
84
Springer DB, Brennan T, Zühlke L, Abdelrahman HY, Ntusi N, Clifford GD, Mayosi BM, Tarassenko L. Signal quality classification of mobile phone-recorded phonocardiogram signals. 2014 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Florence, Italy 2014 May 4; pp. 1335-1339. 
@inproceedings{DavidBSpringer_2014_05_04_Signalquality,
    author = {Springer, David B and Brennan, Thomas and Z{\"u}hlke, LJ and Abdelrahman, Hassan Y and Ntusi, Ntobeko and Clifford, Gari D and Mayosi, Bongani M and Tarassenko, Lionel},
    title = "Signal quality classification of mobile phone-recorded phonocardiogram signals",
    date = "2014-05-04",
    booktitle = "2014 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Florence, Italy",
    url = "https://drive.google.com/file/d/0B5SqSlPcubSuT3JVQnRqS0RMX1k/view?usp=sharing\&resourcekey=0-4UEvJ3VeaQZIruTovzq-4g",
    pages = "1335-1339",
    publisher = "IEEE"
}
83
Bond R, Finlay D, Clifford GD, Drew B, Breen C, Guldenring D, Gallagher AG. Eye tracking technology and the 12-lead electrocardiogram: Where the experts look?. 39th Annual Conference of the International Society for Computerized Electrocardiography, Atlantic Beach, FL, USA 2014 April 26. 
@inproceedings{RBond_2014_05_Eyetracking,
    author = "Bond, R. and Finlay, D.D. and Clifford, G. D. and Drew, B. and Breen, C. and Guldenring, D. and Gallagher, A G",
    title = "Eye tracking technology and the 12-lead electrocardiogram: Where the experts look?",
    date = "2014-04-26",
    booktitle = "39th Annual Conference of the International Society for Computerized Electrocardiography, Atlantic Beach, FL, USA",
    url = "https://scholar.google.com/scholar?cluster=13712228794969400792\&hl=en\&oi=scholarr"
}
82
Xue Y, Li Q, Jin L, Feng L, Clifton DA, Clifford GD. Detecting adolescent psychological pressures from micro-blog. 3rd International Conference on Health Information Science (HIS 2014), ShenZhen, China 2014 April 21. 
@inproceedings{YuanyuanXue_2014_04_21_DetectingAdolescent,
    author = "Xue, Yuanyuan and Li, Qi and Jin, Li and Feng, Ling and Clifton, David A and Clifford, Gari D",
    title = "Detecting adolescent psychological pressures from micro-blog",
    date = "2014-04-21",
    booktitle = "3rd International Conference on Health Information Science (HIS 2014), ShenZhen, China",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-iaDl1eDV1MzRUcXM/view?usp=sharing\&resourcekey=0-0lRl83P9XJGb7eG2irN2Zg"
}
81
Behar J, Wolfberg A, Zhu T, Oster J, Niksch A, Mah D, Chun T, Greenberg J, Tanner C, Harrop J, Esbroeck AV, Alexander A, McCarroll M, Drake T, Silber A, Sameni R, Ward J, Clifford GD. 576: Evaluation of the fetal QT interval using non-invasive fetal ECG technology. Society for Maternal-Fetal Medicine (SMFM) 34th Annual Meeting, New Orleans, Louisiana, USA 2014 February 3; 210 (1): pp. S283-S284. 
@inproceedings{JoachimBehar_2014_01_01_576Evaluation,
    author = "Behar, Joachim and Wolfberg, Adam and Zhu, Tingting and Oster, Julian and Niksch, Alisa and Mah, Douglas and Chun, Terrence and Greenberg, James and Tanner, Cassandre and Harrop, Jessica and Esbroeck, Alexander Van and Alexander, Amy and McCarroll, Michele and Drake, Timothy and Silber, Angela and Sameni, Reza and Ward, Jay and Clifford, Gari D",
    title = "576: Evaluation of the fetal QT interval using non-invasive fetal ECG technology",
    date = "2014-02-03",
    issue = "1",
    booktitle = "Society for Maternal-Fetal Medicine (SMFM) 34th Annual Meeting, New Orleans, Louisiana, USA",
    url = "https://drive.google.com/file/d/1hXXVu8x7A0iWr0LyaTrpXSUQqMgL-vKZ/view?usp=sharing",
    pages = "S283-S284",
    volume = "210",
    note = "Publisher: Elsevier"
}
80
Tateishi Y, Clifford GD, Hopkins M, Thomas T. 540: DEPRESSED HEART RATE VARIABILITY PREDICTS OUTCOME IN PATIENTS WITH SUBARACHNOID HEMORRHAGE. 2014 43rd Critical Care Congress San Francisco, California, USA 2014 January 9; 42 (12): p. A1490. 
@inproceedings{YoshihisaTateishi_2014_12_01_DepressedHeart,
    author = "Tateishi, Yoshihisa and Clifford, Gari D and Hopkins, Myfanwy and Thomas, Tommy",
    title = "540: DEPRESSED HEART RATE VARIABILITY PREDICTS OUTCOME IN PATIENTS WITH SUBARACHNOID HEMORRHAGE",
    date = "2014-01-09",
    issue = "12",
    booktitle = "2014 43rd Critical Care Congress San Francisco, California, USA",
    url = "https://journals.lww.com/ccmjournal/Fulltext/2014/12001/540\_\_DEPRESSED\_HEART\_RATE\_VARIABILITY\_PREDICTS.507.aspx",
    pages = "A1490",
    volume = "42",
    note = "Publisher: Lippincott Williams {\\&} Wilkins"
}
79
Behar J, Johnson AE, Oster J, Clifford GD. An echo state neural network for foetal ECG extraction optimised by random search. Machine Learning for Clinical Data Analysis and Healthcare, NIPS Workshop 2013, Lake Tahoe, Nevada, USA 2013 December 10. 
@inproceedings{JoachimBehar_2013_12_10_AnEcho,
    author = "Behar, Joachim and Johnson, Alistair EW and Oster, Julien and Clifford, Gari D",
    title = "An echo state neural network for foetal ECG extraction optimised by random search",
    date = "2013-12-10",
    booktitle = "Machine Learning for Clinical Data Analysis and Healthcare, NIPS Workshop 2013, Lake Tahoe, Nevada, USA",
    url = "https://www.physionet.org/files/random-search/1.0.0/BeharJohnsonOsterClifford\_RS\_example.pdf"
}
78
Johnson AE, Kramer A, Vienna V, Clifford GD. Pre-processing methods for prognostic models. Machine Learning for Clinical Data Analysis and Healthcare, NIPS Workshop 2013, Lake Tahoe, Nevada, USA 2013 December 10. 
@inproceedings{AlistairEWJohnson_2013_12_10_Preprocessingmethods,
    author = "Johnson, Alistair EW and Kramer, Andrew and Vienna, VA and Clifford, Gari D",
    title = "Pre-processing methods for prognostic models",
    date = "2013-12-10",
    booktitle = "Machine Learning for Clinical Data Analysis and Healthcare, NIPS Workshop 2013, Lake Tahoe, Nevada, USA",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-iX0FGR1dSODFacVE/view?usp=sharing\&resourcekey=0-mTYQdOnf1lOBVIQjMPmmXQ"
}
77
Nemati S, Lehman LHH, Mayaud L, Clifford GD, Adams RP. Time Series Dynamics and Patient State Monitoring: Application to ICU Bedside Predictive Analytics. Machine Learning for Clinical Data Analysis and Healthcare, NIPS Workshop 2013, Lake Tahoe, Nevada, USA 2013 December 10. 
@inproceedings{ShamimNemati_2013_12_10_TimeSeries,
    author = "Nemati, Shamim and Lehman, Li-Wei H. H. and Mayaud, Louis and Clifford, Gari D. and Adams, Ryan P.",
    title = "Time Series Dynamics and Patient State Monitoring: Application to ICU Bedside Predictive Analytics",
    date = "2013-12-10",
    booktitle = "Machine Learning for Clinical Data Analysis and Healthcare, NIPS Workshop 2013, Lake Tahoe, Nevada, USA",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-iRkJkTTVOcHBGczA/view?usp=sharing\&resourcekey=0-PxT1cr-y4D8kcfwQwt\_MRA"
}
76
Stroux L, Clifford GD. An affordable multisensor perinatal monitoring concept-the importance of signal quality indices for successful mHealth implementation. WHO Global Forum on Medical Devices: Priority Medical Devices for Universal Health Coverage, Geneva, Switzerland 2013 November 22. 
@inproceedings{LisaStroux_2013_11_22_AnAffordable,
    author = "Stroux, Lisa and Clifford, Gari D.",
    title = "An affordable multisensor perinatal monitoring concept-the importance of signal quality indices for successful mHealth implementation",
    date = "2013-11-22",
    booktitle = "WHO Global Forum on Medical Devices: Priority Medical Devices for Universal Health Coverage, Geneva, Switzerland",
    url = "https://scholar.google.com/scholar?cluster=14515765870210490681\&hl=en\&oi=scholarr",
    publisher = "WHO, Geneva, Switzerland"
}
75
Raghu A, Devarsetty P, Peiris D, Clifford GD, Tarassenko L. Mobile health for Cardiovascular disease risk screening and management in resource-constrained environments. Mobile Med 2013, 1st Conference on Mobile and Information Technologies in Medicine, Prague, Czech Republic 2013 November 20. 
@inproceedings{ArvindRaghu_2013_11_20_Mobilehealth,
    author = "Raghu, Arvind and Devarsetty, Praveen and Peiris, David and Clifford, Gari D and Tarassenko, Lionel",
    title = "Mobile health for Cardiovascular disease risk screening and management in resource-constrained environments",
    date = "2013-11-20",
    booktitle = "Mobile Med 2013, 1st Conference on Mobile and Information Technologies in Medicine, Prague, Czech Republic",
    url = "https://drive.google.com/file/d/0Bz06jCmeZZKMN0NaZ2xnWmNDOU0/view?usp=sharing\&resourcekey=0-v\_fJokyBuGo5y4sR8lF6oQ"
}
74
Praveen D, Patel A, Raghu A, Clifford GD, Maulik P, Ameer MA, Tarrasenko L, Peiris D. SMARTHealth India: Development and Evaluation of an Electronic Clinical Decision Support System for Cardiovascular Diseases in India. Medicine 2.0'13, London, UK 2013 September 23. 
@inproceedings{DevarsettyPraveen_2013_09_23_SMARTHealthIndia,
    author = "Praveen, Devarsetty and Patel, Anushka and Raghu, Arvind and Clifford, Gari D and Maulik, Pallab and Ameer, Mohammad Abdul and Tarrasenko, Lionel and Peiris, David",
    title = "SMARTHealth India: Development and Evaluation of an Electronic Clinical Decision Support System for Cardiovascular Diseases in India",
    date = "2013-09-23",
    booktitle = "Medicine 2.0'13, London, UK",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-iTi1tTkYtZWo2bHc/view?usp=sharing\&resourcekey=0-QIz4YGknmHeIdZvvLaTqQQ"
}
73
Silva I, Behar J, Sameni R, Zhu T, Oster J, Clifford GD, Moody GB. Noninvasive fetal ECG: the PhysioNet/computing in cardiology challenge 2013. Computing in Cardiology 2013, Zaragoza, Spain 2013 September 22. 
@inproceedings{IkaroSilva_2013_09_NoninvasiveFetal,
    author = "Silva, Ikaro and Behar, Joachim and Sameni, Reza and Zhu, Tingting and Oster, Julien and Clifford, Gari D and Moody, George B",
    title = "Noninvasive fetal ECG: the PhysioNet/computing in cardiology challenge 2013",
    date = "2013-09-22",
    booktitle = "Computing in Cardiology 2013, Zaragoza, Spain",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-iTDFmZU5CZEdFRnc/view?usp=sharing\&resourcekey=0-UeSFTJVjfQq8DTm34siLQw",
    publisher = "IEEE"
}
72
Johnson AE, Cholleti SR, Buchman TG, Clifford GD. Improved respiration rate estimation using a Kalman filter and wavelet cross-coherence. Computing in Cardiology 2013, Zaragoza, Spain 2013 September 22; pp. 791-794. 
@inproceedings{AlistairEWJohnson_2013_09_22_Improvedrespiration,
    author = "Johnson, Alistair EW and Cholleti, Sharath R and Buchman, Timothy G and Clifford, Gari D",
    title = "Improved respiration rate estimation using a Kalman filter and wavelet cross-coherence",
    date = "2013-09-22",
    booktitle = "Computing in Cardiology 2013, Zaragoza, Spain",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-iX3ZLc1hfM1BUVGc/view?usp=sharing\&resourcekey=0-PBf\_F3iw84Y1zwxyF9XGLg",
    pages = "791-794",
    publisher = "IEEE"
}
71
Oster J, Behar J, Colloca R, Li Q, Li Q, Clifford GD. Open source Java-based ECG analysis software and Android app for atrial fibrillation screening. Computing in Cardiology 2013, Zaragoza, Spain 2013 September 22; pp. 731-734. 
@inproceedings{JulienOster_2013_09_22_Opensource,
    author = "Oster, Julien and Behar, Joachim and Colloca, Roberta and Li, Qichen and Li, Qiao and Clifford, Gari D",
    title = "Open source Java-based ECG analysis software and Android app for atrial fibrillation screening",
    date = "2013-09-22",
    booktitle = "Computing in Cardiology 2013, Zaragoza, Spain",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-iTDFUNjgzeTh3Yjg/view?usp=sharing\&resourcekey=0-Tkom1rnoIKPOs0200-3tsQ",
    pages = "731-734",
    publisher = "IEEE"
}
70
Zhu T, Johnson AE, Behar J, Clifford GD. Bayesian voting of multiple annotators for improved QT interval estimation. Computing in Cardiology 2013, Zaragoza, Spain 2013 September 22; pp. 659-662. 
@inproceedings{TingtingZhu_2013_09_22_Bayesianvoting,
    author = "Zhu, Tingting and Johnson, Alistair EW and Behar, Joachim and Clifford, Gari D",
    title = "Bayesian voting of multiple annotators for improved QT interval estimation",
    date = "2013-09-22",
    booktitle = "Computing in Cardiology 2013, Zaragoza, Spain",
    url = "https://drive.google.com/file/d/0B-JN4X\_-q3f5cnZOM2czSVVQR28/view?usp=sharing\&resourcekey=0-gL99xz3srAWDqFpsnb-JcQ",
    pages = "659-662",
    publisher = "IEEE"
}
69
Oster J, Clifford GD. An artificial model of the electrocardiogram during paroxysmal atrial fibrillation. Computing in Cardiology 2013, Zaragoza, Spain 2013 September 22; pp. 539-542. 
@inproceedings{JulienOster_2013_09_22_Anartificial,
    author = "Oster, Julien and Clifford, Gari D",
    title = "An artificial model of the electrocardiogram during paroxysmal atrial fibrillation",
    date = "2013-09-22",
    booktitle = "Computing in Cardiology 2013, Zaragoza, Spain",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-iWENNTFh0UDJlcm8/view?usp=sharing\&resourcekey=0-9-uTI2u6hnRWLZpdv1\_J0w",
    pages = "539-542",
    publisher = "IEEE"
}
68
Colloca R, Johnson AE, Mainardi L, Clifford GD. A support vector machine approach for reliable detection of atrial fibrillation events. Computing in Cardiology 2013, Zaragoza, Spain 2013 September 22; pp. 1047-1050. 
@inproceedings{RobertaColloca_2013_09_22_Asupport,
    author = "Colloca, Roberta and Johnson, Alistair EW and Mainardi, Luca and Clifford, Gari D",
    title = "A support vector machine approach for reliable detection of atrial fibrillation events",
    date = "2013-09-22",
    booktitle = "Computing in Cardiology 2013, Zaragoza, Spain",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-ic3RiNzdHbHFLeHc/view?usp=sharing\&resourcekey=0-mW1RBwekCtt03\_GH\_0EjYQ",
    pages = "1047-1050",
    publisher = "IEEE"
}
67
Behar J, Oster J, Clifford GD. Non-invasive FECG extraction from a set of abdominal sensors. Computing in Cardiology 2013, Zaragoza, Spain 2013 September 22; pp. 297-300. 
@inproceedings{JoachimBehar_2013_09_22_NoninvasiveFECG,
    author = "Behar, Joachim and Oster, Julien and Clifford, Gari D",
    title = "Non-invasive FECG extraction from a set of abdominal sensors",
    date = "2013-09-22",
    booktitle = "Computing in Cardiology 2013, Zaragoza, Spain",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-iODZxNGlfNWxKemM/view?usp=sharing\&resourcekey=0-bomgosp5ltkOQ6lEz3EbFQ",
    pages = "297-300",
    publisher = "IEEE"
}
66
Xue Y, Li Q, Feng L, Clifton DA, Clifford GD. Towards a micro-blog platform for sensing and easing adolescent psychological pressures. UbiComp'13, Zurich, Switzerland 2013 September 8. 
@inproceedings{YuanyuanXue_2013_09_08_Towardsa,
    author = "Xue, Yuanyuan and Li, Qi and Feng, Ling and Clifton, David A and Clifford, Gari D",
    title = "Towards a micro-blog platform for sensing and easing adolescent psychological pressures",
    date = "2013-09-08",
    booktitle = "UbiComp'13, Zurich, Switzerland",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-ibXFKclpSTlBITUU/view?usp=sharing\&resourcekey=0-VLDpG04NYy6cwVqgD\_PaDg"
}
65
Mayaud L, Tarassenko L, Annane D, Clifford GD. Predictive power of heart rate complexity to estimate severity in severe sepsis patients. 12th International Conference on Complexity in Acute Illness, Budapest, Hungary 2013 August 8; 6 (28): p. e37. 
@inproceedings{LouisMayaud_2013_Predictivepower,
    author = "Mayaud, Louis and Tarassenko, Lionel and Annane, Djillali and Clifford, Gari D",
    title = "Predictive power of heart rate complexity to estimate severity in severe sepsis patients",
    date = "2013-08-08",
    issue = "28",
    booktitle = "12th International Conference on Complexity in Acute Illness, Budapest, Hungary",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-iaWo1RFZHV3B5Unc/view?usp=sharing\&resourcekey=0-AJfh\_rj9C\_pVLxzB5OwsuQ",
    pages = "e37",
    volume = "6"
}
64
Brennan T, Springer D, Zuhlke L, Abdelrahman H, Clifford G, Mayosi B, Tarassenko L. The Use of Expert Annotations to Assess Signal Quality of Phonocardiograms Using Mstethoscope: A Feasibility Study. 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), Osaka, Japan 2013 July 3; p. 2303. 
@inproceedings{TPBrennan_2013_07_TheUse,
    author = "Brennan, TP and Springer, D and Zuhlke, L and Abdelrahman, H and Clifford, GD and Mayosi, BM and Tarassenko, L",
    title = "The Use of Expert Annotations to Assess Signal Quality of Phonocardiograms Using Mstethoscope: A Feasibility Study",
    date = "2013-07-03",
    booktitle = "35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), Osaka, Japan",
    url = "https://drive.google.com/file/d/1JgcqmZO\_errzD5DTKl75gIO85sV0EVbv/view?usp=sharing",
    pages = "2303",
    publisher = "IEEE"
}
63
Behar J, Guazzi A, J. J, Maraci M, Laranjeira S, Papastylianou T, Thomson P, Clifford G, Hope R. Software architecture to monitor handpump performance in rural Kenya. WG 9.4: 12th International Conference on Social Implications of Computer in Developing Countries, Echo Rios, Jamaica 2013 May 19; pp. 978-991. 
@inproceedings{JBehar_2013_05_19_SoftwareArchitecture,
    author = "Behar, J. and Guazzi, A. and J., Jorge and Maraci, M.A. and Laranjeira, S. and Papastylianou, T. and Thomson, P. and Clifford, G.D. and Hope, R.A.",
    title = "Software architecture to monitor handpump performance in rural Kenya",
    date = "2013-05-19",
    booktitle = "WG 9.4: 12th International Conference on Social Implications of Computer in Developing Countries, Echo Rios, Jamaica",
    url = "https://scholar.google.com/scholar?cluster=3750831618169375304\&hl=en\&oi=scholarr",
    pages = "978-991"
}
62
Oster J, Geist M, Tse Z, Schmidt EJ, Pietquin O, Clifford GD. Non-linear Bayesian suppression of magnetohydrodynamic effect for accurate electrocardiogram analysis during MRI. International Society for Magnetic Resonance in Medicine (ISMRM) 21st Annual Meeting and Exhibition, Salt Lake City, Utah, USA 2013 April 20; 21: p. 4321. 
@inproceedings{JulienOster_2013_NonlinearBayesian,
    author = "Oster, Julien and Geist, Matthieu and Tse, Zion and Schmidt, Ehud J and Pietquin, Olivier and Clifford, Gari D",
    title = "Non-linear Bayesian suppression of magnetohydrodynamic effect for accurate electrocardiogram analysis during MRI",
    date = "2013-04-20",
    booktitle = "International Society for Magnetic Resonance in Medicine (ISMRM) 21st Annual Meeting and Exhibition, Salt Lake City, Utah, USA",
    url = "https://drive.google.com/file/d/1JvHbSceggS7lOpSgVjhDztbY-dlphPBT/view?usp=sharing",
    pages = "4321",
    volume = "21"
}
61
Osipov M, Wulff K, Foster RG, Clifford GD. SLD040 Multiscale Entropy of physical activity as an objective measure of activity disorganization in a context of schizophrenia. 9th Congress of Informatics in Health, Havana, Cuba 2013 March 18. 
@inproceedings{MaximOsipov_2013_03_18_Multiscaleentropy,
    author = "Osipov, Maxim and Wulff, Katharina and Foster, Russell G and Clifford, Gari D",
    title = "SLD040 Multiscale Entropy of physical activity as an objective measure of activity disorganization in a context of schizophrenia",
    date = "2013-03-18",
    booktitle = "9th Congress of Informatics in Health, Havana, Cuba",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-ibFRTOW9XOVVjNDQ/view?usp=sharing\&resourcekey=0-Fkc\_xuWm-9C950TER4wDIg"
}
60
Krug J, Rose G, Stucht D, Clifford GD, Oster J. Limitations of VCG based gating methods in ultra high field cardiac MRI. 16th Annual SCMR Scientific Sessions, San Francisco, CA, USA 2013 January 31; 15 (1): pp. 1-2. 
@inproceedings{JWKrug_2013_01_Limitationsof,
    author = "Krug, JW and Rose, G and Stucht, D and Clifford, G D and Oster, J",
    title = "Limitations of VCG based gating methods in ultra high field cardiac MRI",
    date = "2013-01-31",
    issue = "1",
    booktitle = "16th Annual SCMR Scientific Sessions, San Francisco, CA, USA",
    url = "https://drive.google.com/file/d/1wpeTDpguBeBTGdQrFOfhRcJN-I89WA6g/view?usp=sharing",
    pages = "1-2",
    volume = "15",
    note = "Publisher: BioMed Central"
}
59
Carspecken CW, Arteta C, Clifford GD. TeleSpiro: A low-cost mobile spirometer for resource-limited settings. 2013 IEEE Point-of-Care Healthcare Technologies (PHT), Bangalore, India 2013 January 16; pp. 144-147. 
@inproceedings{CWilliamCarspecken_2013_01_16_TeleSpiroA,
    author = "Carspecken, C William and Arteta, Carlos and Clifford, Gari D",
    title = "TeleSpiro: A low-cost mobile spirometer for resource-limited settings",
    date = "2013-01-16",
    booktitle = "2013 IEEE Point-of-Care Healthcare Technologies (PHT), Bangalore, India",
    url = "https://drive.google.com/file/d/1jGDkUmF\_sZm6BmiX-\_llXGl4QsbSpseX/view?usp=sharing",
    pages = "144-147",
    publisher = "IEEE"
}
58
Krug JW, Rose GH, Stucht D, Clifford GD, Oster J. Filtering the magnetohydrodynamic effect from 12-lead ECG signals using independent component analysis. 2012 Computing in Cardiology, Krakow, Poland 2012 September 9; pp. 589-592. 
@inproceedings{JohannesWKrug_2012_09_Filteringthe,
    author = "Krug, Johannes W and Rose, Georg H and Stucht, Daniel and Clifford, Gari D and Oster, Julien",
    title = "Filtering the magnetohydrodynamic effect from 12-lead ECG signals using independent component analysis",
    date = "2012-09-09",
    booktitle = "2012 Computing in Cardiology, Krakow, Poland",
    url = "https://drive.google.com/file/d/1h588wEV1XeuAuDWLU9nu9\_i1Z4n9BcCd/view?usp=sharing",
    pages = "589-592",
    publisher = "IEEE"
}
57
Behar J, Oster J, Li Q, Clifford G. A single channel ECG quality metric. 12 Computing in Cardiology, Krakow, Poland 2012 September 9; pp. 381-384. 
@inproceedings{JBehar_2012_09_ASingle,
    author = "Behar, J and Oster, J and Li, Q and Clifford, GD",
    title = "A single channel ECG quality metric",
    date = "2012-09-09",
    booktitle = "12 Computing in Cardiology, Krakow, Poland",
    url = "https://drive.google.com/file/d/1u5zMD3APZwY2BjUFfUTeFK6DSYP\_4idY/view?usp=sharing",
    pages = "381-384",
    publisher = "IEEE"
}
56
Daly J, Monasterio V, Clifford GD. A neonatal apnoea monitor for resource-constrained environments. 2012 Computing in Cardiology, Krakow, Poland 2012 September 9; pp. 321-324. 
@inproceedings{JonathanDaly_2012_09_ANeonatal,
    author = "Daly, Jonathan and Monasterio, Violeta and Clifford, Gari D",
    title = "A neonatal apnoea monitor for resource-constrained environments",
    date = "2012-09-09",
    booktitle = "2012 Computing in Cardiology, Krakow, Poland",
    url = "https://drive.google.com/file/d/1eeBgUCFTeBMA9\_DF1UFhHV-Yb-cRW1NV/view?usp=sharing",
    pages = "321-324",
    publisher = "IEEE"
}
55
Johnson A, Dunkley N, Mayaud L, Tsanas A, Kramer A, Clifford G. Patient specific predictions in the intensive care unit using a Bayesian ensemble. 2012 Computing in Cardiology, Krakow, Poland 2012 September 9; 39: pp. 249-252. 
@inproceedings{AEWJohnson_2012_09_09_PatientSpecific,
    author = "Johnson, AEW and Dunkley, N and Mayaud, L and Tsanas, A and Kramer, AA and Clifford, GD",
    title = "Patient specific predictions in the intensive care unit using a Bayesian ensemble",
    date = "2012-09-09",
    booktitle = "2012 Computing in Cardiology, Krakow, Poland",
    url = "https://drive.google.com/file/d/1t7fIU4nWee2wSPF1hXASY1z6FanovXlw/view?usp=sharing",
    pages = "249-252",
    volume = "39",
    publisher = "IEEE"
}
54
Johnson AE, Clifford GD. Risk-adjustment of patient subpopulations in the intensive care unit using oasis, a novel severity score. 11th International Conference on Complexity in Acute Illness, Ottawa, Canata 2012 September 6; 1 (28): pp. e20-e21. 
@inproceedings{AlistairEWJohnson_2013_Riskadjustmentof,
    author = "Johnson, Alistair EW and Clifford, Gari D",
    title = "Risk-adjustment of patient subpopulations in the intensive care unit using oasis, a novel severity score",
    date = "2012-09-06",
    issue = "28",
    booktitle = "11th International Conference on Complexity in Acute Illness, Ottawa, Canata",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-iR1hxX2Q3RGFEWkk/view?usp=sharing\&resourcekey=0-VlsBazHTkxXuxUelrFWGIg",
    pages = "e20-e21",
    volume = "1"
}
53
Krug J, Clifford G, Rose G, Oster J. The limited applicability of Wiener filtering to ECG signals disturbed by the MHD effect. The Proceedings of EUSIPCO 2012 Conference, Bucharest, Romania 2012 August 27; pp. 959-963. 
@inproceedings{JWKrug_2012_TheLimited,
    author = "Krug, JW and Clifford, GD and Rose, GH and Oster, J",
    title = "The limited applicability of Wiener filtering to ECG signals disturbed by the MHD effect",
    date = "2012-08-27",
    booktitle = "The Proceedings of EUSIPCO 2012 Conference, Bucharest, Romania",
    url = "https://drive.google.com/file/d/1gBVfIe0MNM3UFONydQmv7zHzHitFt27w/view?usp=sharing",
    pages = "959-963",
    publisher = "20th European Signal Processing Conference"
}
52
Oster J, Geist M, Pietquin O, Clifford GD. Filtering of pathological ventricular rhythms during MRI scanning. BSI 2012: International Workshop on Biosignal Interpretation, Como, Italy 2012 July 2; pp. 97-100. 
@inproceedings{JulienOster_2012_07_02_Filteringof,
    author = "Oster, Julien and Geist, Matthieu and Pietquin, Olivier and Clifford, Gari D",
    title = "Filtering of pathological ventricular rhythms during MRI scanning",
    date = "2012-07-02",
    booktitle = "BSI 2012: International Workshop on Biosignal Interpretation, Como, Italy",
    url = "https://drive.google.com/file/d/0Bz3v8f9fkd35amcxc2xhSzduRlk/view?usp=sharing\&resourcekey=0-J\_a69cIK0ChuawcRk1VXUw",
    pages = "97-100"
}
51
Roebuck A, Clifford GD. Multiscale entropy applied to audio data for classifying obstructive sleep apnoea patients. American Thoracic Society (ATS) 2012 International Conference, San Francisco, California, USA 2012 May 18; 185: p. A3841. 
@inproceedings{ARoebuck_2012_05_18_MultiscaleEntropy,
    author = "Roebuck, A. and Clifford, Gari D",
    title = "Multiscale entropy applied to audio data for classifying obstructive sleep apnoea patients",
    date = "2012-05-18",
    booktitle = "American Thoracic Society (ATS) 2012 International Conference, San Francisco, California, USA",
    url = "https://drive.google.com/file/d/1e6wpKAS4GwY3dVNicf7A2ViASiqVlYqd/view?usp=sharing",
    pages = "A3841",
    volume = "185"
}
50
Oster J, Linares R, Tse Z, Schmidt E, Clifford G. Realistic MHD modeling based on MRI blood flow measurements. The International Society for Magnetic Resonance in Medicine (ISMRM) 20th Annual Meeting & Exhibition, Melbourne, Australia 2012 May 5; p. A2706. 
@inproceedings{JulienOster_2012_RealisticMHD,
    author = "Oster, Julien and Linares, R and Tse, Zion and Schmidt, Ehud and Clifford, GD",
    title = "Realistic MHD modeling based on MRI blood flow measurements",
    date = "2012-05-05",
    booktitle = "The International Society for Magnetic Resonance in Medicine (ISMRM) 20th Annual Meeting \& Exhibition, Melbourne, Australia",
    url = "https://drive.google.com/file/d/1UWyvrtA-E74A72W9XpqU4fpeObepZhaS/view?usp=sharing",
    pages = "A2706"
}
49
Tse Z, Dumoulin C, Clifford GD, Oster J, Jerosch-Herold M, Kwong R, Stevenson W, Schmidt EJ. Cardiac MRI with concurrent physiological monitoring using MRI-compatible 12-lead ECG. Society for Cardiovascular Magnetic Resonance (SCMR) 15th Annual Scientific Session, Orlando, Florida, USA 2012 February 2; p. P231. 
@inproceedings{ZionTse_2012_02_01_CardiacMRI,
    author = "Tse, Zion and Dumoulin, Charles and Clifford, Gari D and Oster, Julien and Jerosch-Herold, Michael and Kwong, Raymond and Stevenson, William and Schmidt, Ehud J",
    title = "Cardiac MRI with concurrent physiological monitoring using MRI-compatible 12-lead ECG",
    date = "2012-02-02",
    booktitle = "Society for Cardiovascular Magnetic Resonance (SCMR) 15th Annual Scientific Session, Orlando, Florida, USA",
    url = "https://drive.google.com/file/d/1BZ8qsAMSoknoxIbYEzQx6BDKL8fQCEoC/view?usp=sharing",
    pages = "P231",
    note = "Publisher: BioMed Central"
}
48
Gederi E, Clifford GD. Fusion of image and signal processing for the detection of obstructive sleep apnea. Proceedings of 2012 IEEE-EMBS International Conference on Biomedical and Health Informatics (BHI 2012), Hong Kong, China 2012 January 2; pp. 890-893. 
@inproceedings{ElnazGederi_2012_01_05_Fusionof,
    author = "Gederi, Elnaz and Clifford, Gari D",
    title = "Fusion of image and signal processing for the detection of obstructive sleep apnea",
    date = "2012-01-02",
    booktitle = "Proceedings of 2012 IEEE-EMBS International Conference on Biomedical and Health Informatics (BHI 2012), Hong Kong, China",
    url = "https://drive.google.com/file/d/164habRyKDcIh0AURM9LjOOEFM7aPZF-d/view?usp=sharing",
    pages = "890-893",
    publisher = "IEEE"
}
47
Arteta C, Domingos JS, Pimentel MA, Santos MD, Chiffot C, Springer D, Raghu A, Clifford GD. Low-cost blood pressure monitor device for developing countries. Wireless Mobile Communication and Healthcare. MobiHealth 2011, Kos Island, Greece 2011 October 5. 
@inproceedings{CliffordGDArtetaC_2011_10_05_Lowcostblood,
    author = "Arteta, Carlos and Domingos, Jo{\\textasciitilde a}o S and Pimentel, Marco AF and Santos, Mauro D and Chiffot, Corentin and Springer, David and Raghu, Arvind and Clifford, Gari D",
    title = "Low-cost blood pressure monitor device for developing countries",
    date = "2011-10-05",
    booktitle = "Wireless Mobile Communication and Healthcare. MobiHealth 2011, Kos Island, Greece",
    publisher = "Kos, Greece",
    url = "https://drive.google.com/file/d/1blydx4EBVUyX\_lkAamQJKBFEsiDrGYuY/view?usp=sharing"
}
46
Vilakazi C, Tarassenko L, Clifford G. Distinguishing between supply ischaemic and non-supply ischaemic ST events using a Relevance Vector Machine. 2011 Computing in Cardiology, Hangzhou, China 2011 September 18; pp. 633-666. 
@inproceedings{CBVilakazi_2011_09_DistinguishingBetween,
    author = "Vilakazi, CB and Tarassenko, L and Clifford, GD",
    title = "Distinguishing between supply ischaemic and non-supply ischaemic ST events using a Relevance Vector Machine",
    date = "2011-09-18",
    booktitle = "2011 Computing in Cardiology, Hangzhou, China",
    url = "https://drive.google.com/file/d/1EFzndSkWNuC1BAnIgVzW8RGWwDc6BRPx/view?usp=sharing",
    pages = "633-666",
    publisher = "IEEE Computer Society Press"
}
45
Li Q, Clifford GD. Signal quality indices and data fusion for determining acceptability of electrocardiograms collected in noisy ambulatory environments. 2011 Computing in Cardiology, Hangzhou, China 2011 September 18; 38: p. 1. 
@inproceedings{QiaoLi_2011_Signalquality,
    author = "Li, Qiao and Clifford, G D",
    title = "Signal quality indices and data fusion for determining acceptability of electrocardiograms collected in noisy ambulatory environments",
    date = "2011-09-18",
    booktitle = "2011 Computing in Cardiology, Hangzhou, China",
    url = "https://drive.google.com/file/d/1dJN8XRAZVLyaUXQ\_iMUyOtoRYtS1RU4L/view?usp=sharing",
    pages = "1",
    volume = "38"
}
44
Lee J, Scott DJ, Villarroel M, Clifford GD, Saeed M, Mark RG. Open-access MIMIC-II database for intensive care research. 2011 Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Boston, MA, USA 2011 August 30; pp. 8315-8318. 
@inproceedings{JoonLee_2011_08_30_OpenaccessMIMICII,
    author = "Lee, Joon and Scott, Daniel J and Villarroel, Mauricio and Clifford, Gari D and Saeed, Mohammed and Mark, Roger G",
    title = "Open-access MIMIC-II database for intensive care research",
    date = "2011-08-30",
    booktitle = "2011 Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Boston, MA, USA",
    url = "https://drive.google.com/file/d/1OTJF4Zanzre8qN-YlJYyaL-02d\_QKvu1/view?usp=sharing",
    pages = "8315-8318",
    publisher = "IEEE"
}
43
Tse Z, Dumoulin CL, Clifford GD, Jerosch-Herold M, Kacher D, Kwong R, Stevenson WG, Schmidt EJ. System for real-time cardiac MRI gating, 12-lead ECG monitoring, and non-invasive stroke volume estimation. ISMRM 19th Annual Meeting & Exhibition, Montreal, Quebec, Canada 2011 May 7; 19: p. 3742. 
@inproceedings{ZTse_2011_Systemfor,
    author = "Tse, Z and Dumoulin, Charles L and Clifford, Gari D and Jerosch-Herold, Michael and Kacher, Daniel and Kwong, Raymond and Stevenson, William Gregory and Schmidt, Ehud Jeruham",
    title = "System for real-time cardiac MRI gating, 12-lead ECG monitoring, and non-invasive stroke volume estimation",
    date = "2011-05-07",
    booktitle = "ISMRM 19th Annual Meeting \& Exhibition, Montreal, Quebec, Canada",
    url = "https://drive.google.com/file/d/1kusPgzYNJy6id4YFzOiOfhmOGofrLPY8/view?usp=sharing",
    pages = "3742",
    volume = "19"
}
42
Ward J, Robertson J, Sameni R, Wolfberg A, McDonnell C, Clifford GD. 649: Comparison of abdominal sensors to a fetal scalp electrode for fetal ST analysis during labor. Society for Maternal-Fetal Medicine: 2011 31st Annual Meeting: The Pregnancy Meeting, San Francisco, CA, USA 2011 February 7; 204 (1): pp. S256-S256. 
@inproceedings{JayWard_2011_01_31_Comparisonof,
    author = "Ward, Jay and Robertson, Jim and Sameni, Reza and Wolfberg, Adam and McDonnell, Caitlin and Clifford, Gari D",
    title = "649: Comparison of abdominal sensors to a fetal scalp electrode for fetal ST analysis during labor",
    date = "2011-02-07",
    booktitle = "Society for Maternal-Fetal Medicine: 2011 31st Annual Meeting: The Pregnancy Meeting, San Francisco, CA, USA",
    issue = "1",
    url = "https://drive.google.com/file/d/1WnoW7sXj82ZfVW1RmjAaurIm9-TO3s9O/view?usp=sharing",
    pages = "S256-S256",
    volume = "204",
    publisher = "Mosby"
}
41
Tse ZTH, Dumoulin CL, Clifford GD, Jerosch-Herold M, Kacher D, Kwong R, Stevenson WG, Schmidt EJ. Real-ECG extraction and stroke volume from MR-Compatible 12-lead ECGs; testing during stress, in PVC and in AF patients. 2011 SCMR/Euro CMR Joint Scientific Sessions, Nice, France 2011 February 3; 13 (S1): p. P6. 
@inproceedings{ZionTszHoTse_2011_12_RealECGextraction,
    author = "Tse, Zion Tsz Ho and Dumoulin, Charles L and Clifford, Gari D and Jerosch-Herold, Michael and Kacher, Daniel and Kwong, Raymond and Stevenson, William Gregory and Schmidt, Ehud Jeruham",
    title = "Real-ECG extraction and stroke volume from MR-Compatible 12-lead ECGs; testing during stress, in PVC and in AF patients",
    date = "2011-02-03",
    issue = "S1",
    booktitle = "2011 SCMR/Euro CMR Joint Scientific Sessions, Nice, France",
    url = "https://drive.google.com/file/d/1IQSPr2YchYNmqSAy0K7ncC5G\_1WKYoTJ/view?usp=sharing",
    pages = "P6",
    volume = "13",
    note = "Publisher: BioMed Central"
}
40
Tse ZTH, Dumoulin CL, Clifford GD, Jerosch-Herold M, Kacher D, Kwong R, Stevenson WG, Schmidt EJ. Improved R-wave detection for enhanced cardiac Gating using an MRI-compatible 12-lead ECG and multi-channel analysis. 2011 SCMR/Euro CMR Joint Scientific Sessions, Nice, France 2011 February 3; 13 (S1): p. P3. 
@inproceedings{ZionTszHoTse_2011_12_01_ImprovedRwave,
    author = "Tse, Zion Tsz Ho and Dumoulin, Charles L and Clifford, Gari D and Jerosch-Herold, Michael and Kacher, Daniel and Kwong, Raymond and Stevenson, William Gregory and Schmidt, Ehud Jeruham",
    title = "Improved R-wave detection for enhanced cardiac Gating using an MRI-compatible 12-lead ECG and multi-channel analysis",
    date = "2011-02-03",
    booktitle = "2011 SCMR/Euro CMR Joint Scientific Sessions, Nice, France",
    url = "https://drive.google.com/file/d/1N0BW3BTCAxSNi-sR2iPfHaUgC9itewMG/view?usp=sharing",
    pages = "P3",
    issue = "S1",
    volume = "13",
    note = "Publisher: BioMed Central"
}
39
Llinares R, Clifford GD. A spatio-temporal study of ischemia and the time-frequency coupling variations between the ST amplitude, heart rate and dominant angle. 2010 Computers in Cardiology, Belfast, UK 2010 September 26; pp. 25-28. 
@inproceedings{RaulLlinares_2010_09_26_Aspatiotemporal,
    author = "Llinares, Raul and Clifford, Gari D",
    title = "A spatio-temporal study of ischemia and the time-frequency coupling variations between the ST amplitude, heart rate and dominant angle",
    date = "2010-09-26",
    booktitle = "2010 Computers in Cardiology, Belfast, UK",
    url = "https://drive.google.com/file/d/1DqA9yevEsuELVd9Jg8WwGhhY29NBRIiO/view?usp=sharing",
    pages = "25-28",
    publisher = "IEEE Computer Society Press"
}
38
Monasterio V, Clifford GD, Martınez JP. Comparison of source separation techniques for multilead T-wave alternans detection in the ECG. 32nd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Buenos Aires, Argentina 2010 August 31; 2010: pp. 5367-5370. DOI: 10.1109/IEMBS.2010.5626356. 
@inproceedings{VioletaMonasterio_2010_08_31_Comparisonof,
    author = "Monasterio, Violeta and Clifford, Gari D and Mart{\i}nez, Juan Pablo",
    title = "Comparison of source separation techniques for multilead T-wave alternans detection in the ECG",
    date = "2010-08-31",
    booktitle = "32nd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Buenos Aires, Argentina",
    url = "https://drive.google.com/file/d/1nLhTUpu2blZtlEcN2UhY24Qr0LwM4Lbx/view?usp=sharing",
    pages = "5367-5370",
    volume = "2010",
    doi = "10.1109/IEMBS.2010.5626356",
    note = "Publisher: IEEE Engineering in Medicine and Biology Society"
}
37
Nemati S, Malhotra A, Clifford GD. Nonparametric, nonstationary noise rejection in TWA analysis reveals unusual dynamics. International Society of Electrocardiology (ICE) 2010, Lund, Sweden 2010 June 2; 2 (44): pp. e4-e5. 
@inproceedings{ShamimNemati_2011_Nonparametricnonstationary,
    author = "Nemati, Shamim and Malhotra, Atul and Clifford, Gari D",
    title = "Nonparametric, nonstationary noise rejection in TWA analysis reveals unusual dynamics",
    date = "2010-06-02",
    issue = "44",
    booktitle = "International Society of Electrocardiology (ICE) 2010, Lund, Sweden",
    url = "https://drive.google.com/file/d/19ans-fwwnEaQQwWbf4VGaQ5dNTGFXQyK/view?usp=sharing",
    pages = "e4-e5",
    volume = "2"
}
36
Tse Z, Dumoulin C, Clifford GD, Jerosch-Herald M, Kacher D, Kwong R, Stevenson W, Schmidt E. MRI-compatible 12-lead ECGs with MHD separation: application to cardiac MRI gating, physiological monitoring and noninvasive cardiac-output estimation. 2010 ISMRM/ESMRMB Joint Annual Meeting, Stockholm, Sweden 2010 May 1; 286. 
@inproceedings{ZTse_2010_MRIcompatible12lead,
    author = "Tse, Z and Dumoulin, C and Clifford, Gari D and Jerosch-Herald, M and Kacher, Daniel and Kwong, Raymond and Stevenson, W and Schmidt, E",
    title = "MRI-compatible 12-lead ECGs with MHD separation: application to cardiac MRI gating, physiological monitoring and noninvasive cardiac-output estimation",
    date = "2010-05-01",
    booktitle = "2010 ISMRM/ESMRMB Joint Annual Meeting, Stockholm, Sweden",
    url = "https://drive.google.com/file/d/1WNNB7tsGc7YCMK7Asmj\_oGEgsPvt0-ye/view?usp=sharing",
    volume = "286"
}
35
Chen T, Kuan K, Celi L, Clifford GD. Intelligent heartsound diagnostics on a cellphone using a hands-free kit. AAAI Spring Symposium on Artificial Intelligence for Development (AI-D), Palo Alto, CA, USA 2010 March 22. 
@inproceedings{TiffanyChen_2010_03_22_IntelligentHeartsound,
    author = "Chen, Tiffany and Kuan, Katherine and Celi, L and Clifford, Gari D",
    title = "Intelligent heartsound diagnostics on a cellphone using a hands-free kit",
    date = "2010-03-22",
    booktitle = "AAAI Spring Symposium on Artificial Intelligence for Development (AI-D), Palo Alto, CA, USA",
    url = "https://drive.google.com/file/d/1iS8K6-MSDIAp1lDYsp6l3aT634vWrI4r/view?usp=sharing",
    publisher = "AAAI"
}
34
Clifford GD, Sameni R, Ward J, Robertson J, Pettigrew C, Wolfberg A. 670: Comparing the fetal ST-segment acquired using a FSE and abdominal sensors. Society for Maternal-Fetal Medicine (SMFM) 30th Annual Meeting: The Pregnancy Meeting, Chicago, Illinois, USA 2010 February 1; 201 (6): p. S242. 
@inproceedings{GariClifford_2009_12_31_Comparingthe,
    author = "Clifford, Gari D and Sameni, Reza and Ward, Jay and Robertson, Jim and Pettigrew, Courtenay and Wolfberg, Adam",
    title = "670: Comparing the fetal ST-segment acquired using a FSE and abdominal sensors",
    date = "2010-02-01",
    issue = "6",
    booktitle = "Society for Maternal-Fetal Medicine (SMFM) 30th Annual Meeting: The Pregnancy Meeting, Chicago, Illinois, USA",
    url = "https://drive.google.com/file/d/1GKyROhtEdXQyapfsP0Hwt8t04zn9coa0/view?usp=sharing",
    pages = "S242",
    volume = "201",
    note = "Publisher: Mosby"
}
33
Sameni R, Clifford GD, Ward J, Robertson J, Pettigrew C, Wolfberg A. 664: Accuracy of fetal heart rate acquired from sensors on the maternal abdomen compared to a fetal scalp electrode. Society for Maternal-Fetal Medicine (SMFM) 30th Annual Meeting: The Pregnancy Meeting, Chicago, Illinois, USA 2010 February 1; 201 (6): p. S241. 
@inproceedings{RezaSameni_2009_12_31_Accuracyof,
    author = "Sameni, Reza and Clifford, Gari D and Ward, Jay and Robertson, Jim and Pettigrew, Courtenay and Wolfberg, Adam",
    title = "664: Accuracy of fetal heart rate acquired from sensors on the maternal abdomen compared to a fetal scalp electrode",
    date = "2010-02-01",
    issue = "6",
    booktitle = "Society for Maternal-Fetal Medicine (SMFM) 30th Annual Meeting: The Pregnancy Meeting, Chicago, Illinois, USA",
    url = "https://drive.google.com/file/d/1kQ3I5K3jk3VoL6O6FLnQO2Nq8LGJ-dcL/view?usp=sharing",
    pages = "S241",
    volume = "201",
    note = "Publisher: Mosby"
}
32
Chen TA, Mark RG, Clifford GD. The effect of signal quality on six cardiac output estimators. 2009 36th Annual Computers in Cardiology Conference (CinC), Park City, UT, USA 2009 September 13; pp. 197-200. 
@inproceedings{TiffanyAChen_2009_01_01_TheEffect,
    author = "Chen, Tiffany A and Mark, Roger G and Clifford, Gari D",
    title = "The effect of signal quality on six cardiac output estimators",
    date = "2009-09-13",
    booktitle = "2009 36th Annual Computers in Cardiology Conference (CinC), Park City, UT, USA",
    url = "https://drive.google.com/file/d/16bU0T9YYpICbaMEinTs7\_9RvuDvDBiq8/view?usp=sharing",
    pages = "197-200",
    publisher = "Institute of Electrical and Electronics Engineers"
}
31
Campana L, Clifford G, Pittman S, White D, Malhotra A. Age Dependence of Heart Rate Indices in a Healthy Cohort as Measured by Phase-Rectified Signal Averaging. American Thoracic Society 2009 International Conference, San Diego, CA, USA 2009 May 15; p. A2116. 
@inproceedings{LMCampana_2009_04_01_AgeDependence,
    author = "Campana, LM and Clifford, GD and Pittman, SD and White, DP and Malhotra, A",
    title = "Age Dependence of Heart Rate Indices in a Healthy Cohort as Measured by Phase-Rectified Signal Averaging",
    date = "2009-05-15",
    booktitle = "American Thoracic Society 2009 International Conference, San Diego, CA, USA",
    url = "https://www.atsjournals.org/doi/pdf/10.1164/ajrccm-conference.2009.179.1\_MeetingAbstracts.A2116",
    pages = "A2116",
    publisher = "American Thoracic Society"
}
30
Schmidt EJ, Clifford GD, Jerosch-Herald M, Kwong RY, Epstein L, Kacher D, Dumoulin CL, Jolesz F. MRI-compatible 12-lead ECG: improved MHD suppression, ischemia monitoring, and non-invasive cardiac output. International Society for Magnetic Resonance in Medicine (ISMRM) 17th Annual Meeting and Exhibition, Honolulu, Oahu, USA 2009 April 18; A4778. 
@inproceedings{EhudJeruhamSchmidt_2009_MRIcompatible12lead,
    author = "Schmidt, Ehud Jeruham and Clifford, Gari D and Jerosch-Herald, Michael and Kwong, Raymond Y and Epstein, Laurence and Kacher, Daniel and Dumoulin, Charles L and Jolesz, Ferenc",
    title = "MRI-compatible 12-lead ECG: improved MHD suppression, ischemia monitoring, and non-invasive cardiac output",
    date = "2009-04-18",
    booktitle = "International Society for Magnetic Resonance in Medicine (ISMRM) 17th Annual Meeting and Exhibition, Honolulu, Oahu, USA",
    url = "https://drive.google.com/file/d/13fGFRg9hlKqrHqY7oLlVfZRtgUXInmKg/view?usp=sharing",
    volume = "A4778"
}
29
Celi LA, Hug C, Villaroel M, Clifford GD, Mark R. ISSUES WITH DATA MINING: PREDICTIVE MODELING ON CRITICALLY ILL PATIENTS WHO DEVELOP ACUTE RENAL FAILURE. 2009 38th Critical Care Congress, Nashville, TN, USA 2009 January 19; 37 (12): pp. A379-A379. 
@inproceedings{LeoAnthonyCeli_2009_12_01_ISSUESWITH,
    author = "Celi, Leo Anthony and Hug, Caleb and Villaroel, Mauricio and Clifford, Gari D and Mark, Roger",
    title = "ISSUES WITH DATA MINING: PREDICTIVE MODELING ON CRITICALLY ILL PATIENTS WHO DEVELOP ACUTE RENAL FAILURE",
    date = "2009-01-19",
    booktitle = "2009 38th Critical Care Congress, Nashville, TN, USA",
    issue = "12",
    url = "https://scholar.google.com/scholar?cluster=16531688549280566682\&hl=en\&oi=scholarr",
    pages = "A379-A379",
    volume = "37",
    publisher = "LIPPINCOTT WILLIAMS {\\&} WILKINS"
}
28
Celi LA, Villaroel M, Davidzon G, Galvin S, Clifford GD, Galvin I, Bunton R, Szolovits P. COMPARING THE PERFORMANCE OF CUSTOMIZED MORTALITY PREDICTION MODELS USING LOCAL DATABASE AGAINST CURRENT STANDARD SCORING SYSTEMS. 2009 38th Critical Care Congress, Nashville, TN, USA 2009 January 19; 37 (12): pp. A357-A357. 
@inproceedings{LeoAnthonyCeli_2009_12_01_COMPARINGTHE,
    author = "Celi, Leo Anthony and Villaroel, Mauricio and Davidzon, Guido and Galvin, Sean and Clifford, Gari D and Galvin, Ivor and Bunton, Richard and Szolovits, Peter",
    title = "COMPARING THE PERFORMANCE OF CUSTOMIZED MORTALITY PREDICTION MODELS USING LOCAL DATABASE AGAINST CURRENT STANDARD SCORING SYSTEMS",
    date = "2009-01-19",
    booktitle = "2009 38th Critical Care Congress, Nashville, TN, USA",
    issue = "12",
    url = "https://scholar.google.com/scholar?cluster=13792337407323890034\&hl=en\&oi=scholarr",
    pages = "A357-A357",
    volume = "37",
    publisher = "LIPPINCOTT WILLIAMS {\\&} WILKINS"
}
27
Clifford G, Nemati S, Sameni R. An artificial multi-channel model for generating abnormal electrocardiographic rhythms. 2008 Computers in Cardiology (CinC), Bologna, Italy 2008 September 14; pp. 773-776. 
@inproceedings{GDClifford_2008_09_14_Anartificial,
    author = "Clifford, GD and Nemati, S and Sameni, R",
    title = "An artificial multi-channel model for generating abnormal electrocardiographic rhythms",
    date = "2008-09-14",
    booktitle = "2008 Computers in Cardiology (CinC), Bologna, Italy",
    url = "https://drive.google.com/file/d/1KBYb49a6ZE38W7\_jHbVScOxWNgxcd8r6/view?usp=sharing",
    pages = "773-776",
    publisher = "IEEE"
}
26
Khaustov A, Nemati S, Clifford G. An open-source standard T-wave alternans detector for benchmarking. 2008 Computers in Cardiology (CinC), Bologna, Italy 2008 September 14; pp. 509-512. 
@inproceedings{AKhaustov_2008_09_14_Anopensource,
    author = "Khaustov, A and Nemati, S and Clifford, GD",
    title = "An open-source standard T-wave alternans detector for benchmarking",
    date = "2008-09-14",
    booktitle = "2008 Computers in Cardiology (CinC), Bologna, Italy",
    url = "https://drive.google.com/file/d/1hHz7qq43WhUyR8Gk5DaKbYgTBhCMWZh4/view?usp=sharing",
    pages = "509-512",
    publisher = "IEEE"
}
25
Li Q, Clifford GD. Suppress false Arrhythmia alarms of ICU monitors using heart rate estimation based on combined arterial blood pressure and ECG analysis. 2008 2nd International Conference on Bioinformatics and Biomedical Engineering, Shanghai, China 2008 May 16; pp. 2185-2187. 
@inproceedings{QiaoLi_2008_05_16_Suppressfalse,
    author = "Li, Qiao and Clifford, Gari D",
    title = "Suppress false Arrhythmia alarms of ICU monitors using heart rate estimation based on combined arterial blood pressure and ECG analysis",
    date = "2008-05-16",
    booktitle = "2008 2nd International Conference on Bioinformatics and Biomedical Engineering, Shanghai, China",
    url = "https://drive.google.com/file/d/1z5eqZ-lQ1p1P671GGP0iJ8JK4FpOmbSv/view?usp=sharing",
    pages = "2185-2187",
    publisher = "IEEE"
}
24
Wolfberg A, Syed Z, Clifford GD, Derosier D, Tin A, Plessis A. 636: Entropy of fetal EKG associated with intrapartum fever. Society for Maternal-Fetal Medicine (SMFM): 2008 28th Annual Meeting: The Pregnancy Meeting, Dallas, Texas, USA 2008 January 28; 197 (6): p. S183. 
@inproceedings{AdamWolfberg_2007_12_31_Entropyof,
    author = "Wolfberg, Adam and Syed, Zeeshan and Clifford, Gari D and Derosier, David and Tin, Alice and du Plessis, Adre",
    title = "636: Entropy of fetal EKG associated with intrapartum fever",
    date = "2008-01-28",
    issue = "6",
    booktitle = "Society for Maternal-Fetal Medicine (SMFM): 2008 28th Annual Meeting: The Pregnancy Meeting, Dallas, Texas, USA",
    url = "https://drive.google.com/file/d/1gbwpOSmuH6bk6CrCiiuVZeygH4uLOhsU/view?usp=sharing",
    pages = "S183",
    volume = "197",
    note = "Publisher: Mosby"
}
23
Villarroel M, Saeed A, Clifford G, Moody G, Mark R. Finding relevant cases in large databases of signals, time series, and clinical data. 2007 Computers in Cardiology (CinC), Durham, NC, USA 2007 September 30; pp. 265-268. 
@inproceedings{MCVillarroel_2007_09_Findingrelevant,
    author = "Villarroel, MC and Saeed, A and Clifford, GD and Moody, GB and Mark, RG",
    title = "Finding relevant cases in large databases of signals, time series, and clinical data",
    date = "2007-09-30",
    booktitle = "2007 Computers in Cardiology (CinC), Durham, NC, USA",
    url = "https://drive.google.com/file/d/1bRcWcndYM\_YXjWr2esGdQwQDp\_tvNVXb/view?usp=sharing",
    pages = "265-268",
    publisher = "IEEE"
}
22
Hug C, Clifford GD. An analysis of the errors in recorded heart rate and blood pressure in the ICU using a complex set of signal quality metrics. 2007 Computers in Cardiology (CinC), Durham, NC, USA 2007 September 30; pp. 641-644. 
@inproceedings{CWHug_2007_09_30_Ananalysis,
    author = "Hug, CW and Clifford, Gari D",
    title = "An analysis of the errors in recorded heart rate and blood pressure in the ICU using a complex set of signal quality metrics",
    date = "2007-09-30",
    booktitle = "2007 Computers in Cardiology (CinC), Durham, NC, USA",
    url = "https://drive.google.com/file/d/1tpEM1cHfpN9JeFE2uA1ModxLi1ow0t64/view?usp=sharing",
    pages = "641-644",
    publisher = "IEEE"
}
21
Lehman L, Kyaw T, Clifford G, Mark R. A temporal search engine for a massive multi-parameter clinical information database. 2007 Computers in Cardiology (CinC), Durham, NC, USA 2007 September 30; pp. 637-640. 
@inproceedings{LHLehman_2007_09_30_Atemporal,
    author = "Lehman, LH and Kyaw, TH and Clifford, GD and Mark, RG",
    title = "A temporal search engine for a massive multi-parameter clinical information database",
    date = "2007-09-30",
    booktitle = "2007 Computers in Cardiology (CinC), Durham, NC, USA",
    url = "https://drive.google.com/file/d/1qn4OhfMjOHZihl09cZFhlNM8nU1ua5Bv/view?usp=sharing",
    pages = "637-640",
    publisher = "IEEE"
}
20
Clifford G, Aboukhalil A, Sun J, Zong W, Janz B, Moody G, Mark R. Using the blood pressure waveform to reduce critical false ECG alarms. 2006 Computers in Cardiology (CinC), Valenica, Spain 2006 September 17; pp. 829-832. 
@inproceedings{GDClifford_2006_09_17_Usingthe,
    author = "Clifford, GD and Aboukhalil, A and Sun, JX and Zong, W and Janz, BA and Moody, GB and Mark, RG",
    title = "Using the blood pressure waveform to reduce critical false ECG alarms",
    date = "2006-09-17",
    booktitle = "2006 Computers in Cardiology (CinC), Valenica, Spain",
    url = "https://drive.google.com/file/d/1IhRfOs1txtCxVMbTr-0HmtmOYsmN47d0/view?usp=sharing",
    pages = "829-832",
    publisher = "IEEE"
}
19
Clifford G, Villarroel M. Model-based determination of QT intervals. 2006 Computers in Cardiology (CinC), Valencia, Spain 2006 September 17; pp. 357-360. 
@inproceedings{GDClifford_2006_09_17_Modelbaseddetermination,
    author = "Clifford, GD and Villarroel, MC",
    title = "Model-based determination of QT intervals",
    date = "2006-09-17",
    booktitle = "2006 Computers in Cardiology (CinC), Valencia, Spain",
    url = "https://drive.google.com/file/d/1e7v9yL18rwd2qoZzxuutM4ExRMAZYGmH/view?usp=sharing",
    pages = "357-360",
    publisher = "IEEE"
}
18
Clifford G, McSharry P. Method to filter ecgs and evaluate clinical parameter distortion using realistic ECG model parameter fitting. 2005 Computers in Cardiology (CinC), Lyon, France 2005 September 25; pp. 715-718. 
@inproceedings{GDClifford_2005_09_25_Methodto,
    author = "Clifford, GD and McSharry, PE",
    title = "Method to filter ecgs and evaluate clinical parameter distortion using realistic ECG model parameter fitting",
    date = "2005-09-25",
    booktitle = "2005 Computers in Cardiology (CinC), Lyon, France",
    url = "https://drive.google.com/file/d/1b\_NAgCfv6\_glXqKOP3iPKO3et9pLQTIR/view?usp=sharing",
    pages = "715-718",
    publisher = "IEEE"
}
17
Clifford G, Zapanta L, Janz B, Mietus J, Youn C, Mark R. Segmentation of 24-hour cardiovascular activity using ECG-based sleep/sedation and noise metrics. 2005 Computers in Cardiology (CinC), Lyon, France 2005 September 25; pp. 595-598. 
@inproceedings{GDClifford_2005_09_25_Segmentationof,
    author = "Clifford, GD and Zapanta, LF and Janz, BA and Mietus, JE and Youn, CY and Mark, RG",
    title = "Segmentation of 24-hour cardiovascular activity using ECG-based sleep/sedation and noise metrics",
    date = "2005-09-25",
    booktitle = "2005 Computers in Cardiology (CinC), Lyon, France",
    url = "https://drive.google.com/file/d/1d3KQDfbUOTV2awEznrPjvF1M0BRbbVyS/view?usp=sharing",
    pages = "595-598",
    publisher = "IEEE"
}
16
McSharry P, Clifford G. A statistical model of the sleep-wake dynamics of the cardiac rhythm. 2005 Computers in Cardiology (CinC), Lyon, France 2005 September 25; pp. 591-594. 
@inproceedings{PEMcSharry_2005_09_25_Astatistical,
    author = "McSharry, PE and Clifford, GD",
    title = "A statistical model of the sleep-wake dynamics of the cardiac rhythm",
    date = "2005-09-25",
    booktitle = "2005 Computers in Cardiology (CinC), Lyon, France",
    url = "https://drive.google.com/file/d/1Y1ksyrQ2gUxj5wN9Mw6bHPwWxV291ZT6/view?usp=sharing",
    pages = "591-594",
    publisher = "IEEE"
}
15
Janz B, Clifford G, Mietus J, Mark R. Multivariable analysis of sedation, activity, and agitation in critically ill patients using the Riker scale ECG, blood pressure, and respiratory rate. 2005 Computers in Cardiology (CinC), Lyon, France 2005 September 25; pp. 735-738. 
@inproceedings{BAJanz_2005_09_25_Multivariableanalysis,
    author = "Janz, BA and Clifford, GD and Mietus, JE and Mark, RG",
    title = "Multivariable analysis of sedation, activity, and agitation in critically ill patients using the Riker scale ECG, blood pressure, and respiratory rate",
    date = "2005-09-25",
    booktitle = "2005 Computers in Cardiology (CinC), Lyon, France",
    url = "https://drive.google.com/file/d/1PP1qyQ8LEHhJE38QinjisRXae23LzBvi/view?usp=sharing",
    pages = "735-738",
    publisher = "IEEE"
}
14
Douglass M, Clifford GD, Reisner A, Moody GB, Mark RG. Computer-assisted de-identification of free text in the MIMIC II database. 2004 Computers in Cardiology (CinC), Chicago, IL, USA 2004 September 19; pp. 341-344. 
@inproceedings{MargaretDouglass_2004_09_19_Computerassisteddeidentification,
    author = "Douglass, Margaret and Clifford, Gari D and Reisner, Andrew and Moody, George B and Mark, Roger G",
    title = "Computer-assisted de-identification of free text in the MIMIC II database",
    date = "2004-09-19",
    booktitle = "2004 Computers in Cardiology (CinC), Chicago, IL, USA",
    url = "https://drive.google.com/file/d/1pposZsiNUuhlYHW-BO-YNQkUjMNVFvtx/view?usp=sharing",
    pages = "341-344",
    publisher = "IEEE"
}
13
Clifford G, McSharry P. Generating 24-hour ECG, BP and respiratory signals with realistic linear and nonlinear clinical characteristics using a nonlinear model. 2004 Computers in Cardiology (CinC), Chicago, IL, USA 2004 September 19; pp. 709-712. 
@inproceedings{GDClifford_2004_09_19_Generating24hour,
    author = "Clifford, GD and McSharry, PE",
    title = "Generating 24-hour ECG, BP and respiratory signals with realistic linear and nonlinear clinical characteristics using a nonlinear model",
    date = "2004-09-19",
    booktitle = "2004 Computers in Cardiology (CinC), Chicago, IL, USA",
    url = "https://drive.google.com/file/d/1TRqwQgIeeZKK8u92-yXJo-zZ2uu6xXik/view?usp=sharing/",
    pages = "709-712",
    publisher = "IEEE"
}
12
Shu J, Clifford G, Long W, Moody G, Szolovits P, Mark R. An open-source, interactive java-based system for rapid encoding of significant events in the icu using the unified medical language system. 2004 Computers in Cardiology (CinC), Chicago, IL, USA 2004 September 19; pp. 197-200. 
@inproceedings{JShu_2004_09_19_Anopensource,
    author = "Shu, J and Clifford, GD and Long, WJ and Moody, GB and Szolovits, P and Mark, RG",
    title = "An open-source, interactive java-based system for rapid encoding of significant events in the icu using the unified medical language system",
    date = "2004-09-19",
    booktitle = "2004 Computers in Cardiology (CinC), Chicago, IL, USA",
    url = "https://drive.google.com/file/d/1sRjZQwmF376FO1yqhROcv0Fopp3mraST/view?usp=sharing",
    pages = "197-200",
    publisher = "IEEE"
}
11
Wang H, Azuaje F, Clifford GD, Jung B, Black N. Methods and tools for generating and managing ecgML-based information. 2004 Computers in Cardiology (CinC), Chicago, IL, USA 2004 September 19; pp. 573-576. 
@inproceedings{HWang_2004_09_19_Methodsand,
    author = "Wang, H and Azuaje, F and Clifford, G D and Jung, B and Black, N",
    title = "Methods and tools for generating and managing ecgML-based information",
    date = "2004-09-19",
    booktitle = "2004 Computers in Cardiology (CinC), Chicago, IL, USA",
    url = "https://drive.google.com/file/d/1UML-9M5cxbHxfsQtoLBMhJC0D1uxGssZ/view?usp=sharing",
    pages = "573-576",
    publisher = "IEEE"
}
10
Abdala O, Clifford G, Saeed M, Reisner A, Moody G, Henry I, Mark R. The annotation station: an open-source technology for annotating large biomedical databases. 2004 Computers in Cardiology (CinC), Chicago, IL, USA 2004 September 19; pp. 681-684. 
@inproceedings{OTAbdala_2004_09_19_Theannotation,
    author = "Abdala, OT and Clifford, GD and Saeed, M and Reisner, A and Moody, G and Henry, I and Mark, RG",
    title = "The annotation station: an open-source technology for annotating large biomedical databases",
    date = "2004-09-19",
    booktitle = "2004 Computers in Cardiology (CinC), Chicago, IL, USA",
    url = "https://drive.google.com/file/d/1tO-Oe51F6\_Wz51h-Ul8NX9grLTmM9pFf/view?usp=sharing",
    pages = "681-684",
    publisher = "IEEE"
}
9
Healey J, Clifford G, Kontothanassis L, McSharry P. An open-source method for simulating atrial fibrillation using ECGSYN. 2004 Computers in Cardiology (CinC), Chicago, IL, USA 2004 September 19; pp. 425-427. 
@inproceedings{JHealey_2004_09_19_Anopensource,
    author = "Healey, J and Clifford, GD and Kontothanassis, L and McSharry, PE",
    title = "An open-source method for simulating atrial fibrillation using ECGSYN",
    date = "2004-09-19",
    booktitle = "2004 Computers in Cardiology (CinC), Chicago, IL, USA",
    url = "https://drive.google.com/file/d/1F5G6fU405EYIKDlmCOVUnT7vkw4bYhA7/view?usp=sharing",
    pages = "425-427",
    publisher = "IEEE"
}
8
Clifford G, McSharry P. A nonlinear artificial model for generating realistic correlated ECG, BP and respiration. 17th International EURASIP Conference BIOSINAL 2004, Brno, Czech Republic 2004 June 23; pp. 358-360. 
@inproceedings{GDClifford_2004_06_Anonlinear,
    author = "Clifford, GD and McSharry, PE",
    title = "A nonlinear artificial model for generating realistic correlated ECG, BP and respiration",
    date = "2004-06-23",
    booktitle = "17th International EURASIP Conference BIOSINAL 2004, Brno, Czech Republic",
    url = "https://drive.google.com/file/d/1VaJHaVH7llRleHK2rsr5p3MnzJfBSOC\_/view?usp=sharing",
    pages = "358-360"
}
7
McSharry P, Clifford G. A comparison of nonlinear noise reduction and independent component analysis using a realistic dynamical model of the electrocardiogram. 2nd International Symposium on Fluctuation and Noise (2004), Maspalomas, Gran Canaria Island, Spain 2004 May 26; pp. 78-88. 
@inproceedings{PEMcSharry_2004_Acomparison,
    author = "McSharry, PE and Clifford, GD",
    title = "A comparison of nonlinear noise reduction and independent component analysis using a realistic dynamical model of the electrocardiogram",
    date = "2004-05-26",
    booktitle = "2nd International Symposium on Fluctuation and Noise (2004), Maspalomas, Gran Canaria Island, Spain",
    url = "https://drive.google.com/file/d/1coxUR2bxcfm0aBGmC9FT5S8-3oO4ZO-d/view?usp=sharing",
    pages = "78-88",
    note = "Publisher: International Society for Optical Engineering"
}
6
Clifford GD, McSharry PE. A realistic coupled nonlinear artificial ECG, BP, and respiratory signal generator for assessing noise performance of biomedical signal processing algorithms. 2nd International Symposium on Fluctuations and Noise, 2004, Maspalomas, Gran Canaria Island, Spain 2004 May 25; 5467: pp. 290-301. 
@inproceedings{GariDClifford_2004_05_25_Arealistic,
    author = "Clifford, Gari D and McSharry, Patrick E",
    title = "A realistic coupled nonlinear artificial ECG, BP, and respiratory signal generator for assessing noise performance of biomedical signal processing algorithms",
    date = "2004-05-25",
    booktitle = "2nd International Symposium on Fluctuations and Noise, 2004, Maspalomas, Gran Canaria Island, Spain",
    url = "https://drive.google.com/file/d/15Pniz1a-vEM4AWmpsxH2LcPUcJSPQz9Z/view?usp=sharing",
    pages = "290-301",
    volume = "5467",
    publisher = "SPIE"
}
5
Nam DS, Youn C, Lee BH, Clifford GD, Healey J. QoS-constrained resource allocation for a grid-based multiple source electrocardiogram application. Computational Science and Its Applications-ICCSA 2004: International Conference, Assisi, Italy 2004 May 14; pp. 352-359. 
@inproceedings{DongSuNam_2004_QoSconstrainedresource,
    author = "Nam, Dong Su and Youn, Chan-Hyun and Lee, Bong Hwan and Clifford, Gari D and Healey, Jennifer",
    title = "QoS-constrained resource allocation for a grid-based multiple source electrocardiogram application",
    date = "2004-05-14",
    booktitle = "Computational Science and Its Applications-ICCSA 2004: International Conference, Assisi, Italy",
    url = "https://drive.google.com/file/d/1SPpcfz49BMtC3IxdHxj4QHE29HGJze5y/view?usp=sharing",
    pages = "352-359",
    publisher = "Springer Berlin Heidelberg"
}
4
Clifford G, McSharry P, Tarassenko L. Characterizing artefact in the normal human 24-hour RR time series to aid identification and artificial replication of circadian variations in human beat to beat heart rate using a simple threshold. 2002 Computers in Cardiology (CinC), Memphis, TN, USA 2002 September 22; 29: pp. 129-132. 
@inproceedings{GDClifford_2002_09_22_Characterizingartefact,
    author = "Clifford, GD and McSharry, PE and Tarassenko, L",
    title = "Characterizing artefact in the normal human 24-hour RR time series to aid identification and artificial replication of circadian variations in human beat to beat heart rate using a simple threshold",
    date = "2002-09-22",
    booktitle = "2002 Computers in Cardiology (CinC), Memphis, TN, USA",
    url = "https://drive.google.com/file/d/13egQHcD\_KwWGk5Vfmg989lRIHt3jYAWV/view?usp=sharing",
    pages = "129-132",
    volume = "29",
    publisher = "IEEE"
}
3
McSharry PE, Clifford G, Tarassenko L, Smith LA. Method for generating an artificial RR tachogram of a typical healthy human over 24-hours. 2002 Computers in Cardiology (CinC), Memphis, TN, USA 2002 September 22; pp. 225-228. 
@inproceedings{PatrickEMcSharry_2002_09_22_Methodfor,
    author = "McSharry, Patrick E and Clifford, GD and Tarassenko, L and Smith, Leonard A",
    title = "Method for generating an artificial RR tachogram of a typical healthy human over 24-hours",
    date = "2002-09-22",
    booktitle = "2002 Computers in Cardiology (CinC), Memphis, TN, USA",
    url = "https://drive.google.com/file/d/1rc-GSjLXpmkojptknyotSPuDsyI\_w8XH/view?usp=sharing",
    pages = "225-228",
    publisher = "IEEE Computer Society Press"
}
2
Tarassenko L, Townsend N, Clifford GD, Mason L, Burton J, Price J. Medical signal processing using the software monitor. ERA/IEE Workshop Intelligent Sensor Processing 2001 January 1; pp. 3-3. 
@inproceedings{LTarassenko_2001_01_01_Medicalsignal,
    author = "Tarassenko, L and Townsend, N and Clifford, G D and Mason, L and Burton, J and Price, J",
    title = "Medical signal processing using the software monitor",
    date = "2001-01-01",
    booktitle = "ERA/IEE Workshop Intelligent Sensor Processing",
    url = "https://drive.google.com/file/d/1LUcPWtal3ug8N1t592liRPy3yTjCqiwj/view?usp=sharing",
    pages = "3-3",
    note = "Publisher: IET Digital Library"
}
1
Clifford G, Tarassenko L, Townsend N. Fusing conventional ECG QRS detection algorithms with an auto-associative neural network for the detection of ectopic beats. WCC 2000-ICSP 2000. 2000 5th International Conference on Signal Processing Proceedings. 16th World Computer Congress 2000, Beijing, China 2000 August 21; 3: pp. 1623-1628. 
@inproceedings{GClifford_2000_08_21_Fusingconventional,
    author = "Clifford, GD and Tarassenko, L and Townsend, N",
    title = "Fusing conventional ECG QRS detection algorithms with an auto-associative neural network for the detection of ectopic beats",
    date = "2000-08-21",
    booktitle = "WCC 2000-ICSP 2000. 2000 5th International Conference on Signal Processing Proceedings. 16th World Computer Congress 2000, Beijing, China",
    url = "https://drive.google.com/file/d/11\_02Ftw4LqNadhG7pk\_gq6WUvkvDEeyp/view?usp=sharing",
    pages = "1623-1628",
    volume = "3",
    publisher = "IEEE"
}

Preprints

38
McKibben LA, Layne MN, Albertorio-Saez EM, Zhao Y, Branham EM, House SL, Beaudoin FL, An X, Stevens JS, Neylan TC, Clifford GD, Germine LT, Bollen KA, Rauch SL, Haran JP, Storrow AB, Lewandowski C, Jr PIM, Hendry PL, Sheikh S, Jones CW, Punches BE, Swor RA, Hudak LA, Pascual JL, Seamon MJ, Datner EM, Peak DA, Merchant RC, Domeier RM, Rathlev NK, O'Neil BJ, Sanchez LD, Bruce SE, Sheridan JF, Harte SE, Kessler RC, Koenen KC, Ressler KJ, McLean SA, Linnstaedt SD. Peritraumatic C-reactive protein levels predict pain outcomes following traumatic stress exposure in a sex-dependent manner. medRxiv 2024; p. 2024.12. 03.24318221. 
@article{LaurenAMcKibben_2024_PeritraumaticCreactive,
    author = "McKibben, Lauren A and Layne, Miranda N and Albertorio-Saez, Elizabeth M and Zhao, Ying and Branham, Erica M and House, Stacey L and Beaudoin, Francesca L and An, Xinming and Stevens, Jennifer S and Neylan, Thomas C and Clifford, Gari D and Germine, Laura T and Bollen, Kenneth A and Rauch, Scott L and Haran, John P and Storrow, Alan B and Lewandowski, Christopher and Jr, Paul I Musey and Hendry, Phyllis L and Sheikh, Sophia and Jones, Christopher W and Punches, Brittany E and Swor, Robert A and Hudak, Lauren A and Pascual, Jose L and Seamon, Mark J and Datner, Elizabeth M and Peak, David A and Merchant, Roland C and Domeier, Robert M and Rathlev, Niels K and O'Neil, Brian J and Sanchez, Leon D and Bruce, Steven E and Sheridan, John F and Harte, Steven E and Kessler, Ronald C and Koenen, Karestan C and Ressler, Kerry J and McLean, Samuel A and Linnstaedt, Sarah D",
    title = "Peritraumatic C-reactive protein levels predict pain outcomes following traumatic stress exposure in a sex-dependent manner",
    date = "2024",
    journal = "medRxiv",
    url = "https://www.medrxiv.org/content/10.1101/2024.12.03.24318221.abstract",
    pages = "2024.12. 03.24318221",
    note = "Publisher: Cold Spring Harbor Laboratory Press"
}
37
Mousavi SS, Tierney K, Robichaux C, Boulet SL, Franklin C, Chandrasekaran S, Sameni R, Clifford GD, Katebi N. Early Prediction of Hypertensive Disorders of Pregnancy Using Machine Learning and Medical Records from the First and Second Trimesters. medRxiv 2024; p. 2024.11. 21.24317720. 
@article{SeyedehSomayyehMousavi_2024_EarlyPrediction,
    author = "Mousavi, Seyedeh Somayyeh and Tierney, Kim and Robichaux, Chad and Boulet, Sheree Lynn and Franklin, Cheryl and Chandrasekaran, Suchitra and Sameni, Reza and Clifford, Gari D and Katebi, Nasim",
    title = "Early Prediction of Hypertensive Disorders of Pregnancy Using Machine Learning and Medical Records from the First and Second Trimesters",
    date = "2024",
    journal = "medRxiv",
    url = "https://drive.google.com/file/d/1y6hrJewEveRvGesSsiAHA8snW4SI9xky/view?usp=sharing",
    pages = "2024.11. 21.24317720",
    note = "Publisher: Cold Spring Harbor Laboratory Press"
}
36
Koscova Z, Li Q, Robichaux C, Junior VM, Ghanta M, Gupta A, Rosand J, Aguirre A, Hong S, Albert DE, Xue J, Parekh A, Sameni R, Reyna MA, Westover MB, Clifford GD. The Harvard-Emory ECG Database. medRxiv 2024; p. 2024.09. 27.24314503. 
@article{ZuzanaKoscova_2024_TheHarvardEmory,
    author = "Koscova, Zuzana and Li, Qiao and Robichaux, Chad and Junior, Valdery Moura and Ghanta, Manohar and Gupta, Aditya and Rosand, Jonathan and Aguirre, Aaron and Hong, Shenda and Albert, David E and Xue, Joel and Parekh, Aarya and Sameni, Reza and Reyna, Matthew A and Westover, Michael Brandon and Clifford, Gari D",
    title = "The Harvard-Emory ECG Database",
    date = "2024",
    journal = "medRxiv",
    url = "https://drive.google.com/file/d/1uN5vC-8EqhWVtWmdo\_naBrGm8qev9Yuj/view?usp=sharing",
    pages = "2024.09. 27.24314503",
    note = "Publisher: Cold Spring Harbor Laboratory Press"
}
35
Kiarashi Y, Lantz J, Reyna M, Anderson C, Rad AB, Foster J, Villavicencio T, Hamlin T, Clifford GD. Forecasting High-Risk Behavioral and Medical Events in Children with Autism through Analysis of Digital Behavioral Records. medRxiv 2024; p. 2024.05. 06.24306938. 
@article{YasharKiarashi_2024_ForecastingHighRisk,
    author = "Kiarashi, Yashar and Lantz, Johanna and Reyna, Matthew and Anderson, Conor and Rad, Ali Bahrami and Foster, Jenny and Villavicencio, Tania and Hamlin, Theresa and Clifford, Gari D",
    title = "Forecasting High-Risk Behavioral and Medical Events in Children with Autism through Analysis of Digital Behavioral Records",
    date = "2024",
    journal = "medRxiv",
    url = "https://drive.google.com/file/d/17hI3tOlFU\_FrnjeGJQV\_Y1OBYdDgozzq/view?usp=sharing",
    pages = "2024.05. 06.24306938",
    note = "Publisher: Cold Spring Harbor Laboratory Press"
}
34
Kiarashi Y, Suresha PB, Rad AB, Reyna M, Anderson C, Foster J, Lantz J, Villavicencio T, Hamlin T, Clifford GD. Predicting Adverse Behavior in Individuals with Autism Spectrum Disorder Through Off-body Sleep Analysis. 2024. 
@unpublished{YasharKiarashi_2024_PredictingAdverse,
    author = "Kiarashi, Yashar and Suresha, Pradyumna B and Rad, Ali Bahrami and Reyna, Matthew and Anderson, Conor and Foster, Jenny and Lantz, Johanna and Villavicencio, Tania and Hamlin, Theresa and Clifford, Gari D",
    title = "Predicting Adverse Behavior in Individuals with Autism Spectrum Disorder Through Off-body Sleep Analysis",
    date = "2024",
    journal = "medRxiv",
    url = "https://drive.google.com/file/d/1drXyiSPkHj0BuHAUpIGC5m9s9-M7KoOt/view?usp=sharing",
    note = "Publisher: Cold Spring Harbor Laboratory Press"
}
33
Karimi S, Karimi S, Shah AJ, Clifford GD, Sameni R. Electromechanical Dynamics of the Heart: A Study of Cardiac Hysteresis During Physical Stress Test. arXiv preprint arXiv:2410.19667 2024 October 25. 
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    title = "Electromechanical Dynamics of the Heart: A Study of Cardiac Hysteresis During Physical Stress Test",
    date = "2024-10-25",
    journal = "arXiv preprint arXiv:2410.19667",
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}
32
Li J, Aguirre A, Moura J, Liu C, Zhong L, Sun C, Clifford G, Westover B, Hong S. An Electrocardiogram Foundation Model Built on over 10 Million Recordings with External Evaluation across Multiple Domains. arXiv preprint arXiv:2410.04133 2024 October 5. 
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    author = "Li, Jun and Aguirre, Aaron and Moura, Junior and Liu, Che and Zhong, Lanhai and Sun, Chenxi and Clifford, Gari and Westover, Brandon and Hong, Shenda",
    title = "An Electrocardiogram Foundation Model Built on over 10 Million Recordings with External Evaluation across Multiple Domains",
    date = "2024-10-05",
    journal = "arXiv preprint arXiv:2410.04133",
    url = "https://drive.google.com/file/d/1KMfNzhqxbhet937ph2dsYHvjlYx1VnsU/view?usp=sharing"
}
31
Li J, Aguirre A, Moura J, Liu C, Zhong L, Sun C, Clifford GD, Westover B, Hong S. From Hospital to Portables: A Universal ECG Foundation Model Built on 10+ Million Diverse Recordings. arXiv preprint arXiv:2410.04133 2024 October 5. 
@article{JunLi_2024_10_05_FromHospital,
    author = "Li, Jun and Aguirre, Aaron and Moura, Junior and Liu, Che and Zhong, Lanhai and Sun, Chenxi and Clifford, Gari D and Westover, Brandon and Hong, Shenda",
    title = "From Hospital to Portables: A Universal ECG Foundation Model Built on 10+ Million Diverse Recordings",
    date = "2024-10-05",
    journal = "arXiv preprint arXiv:2410.04133",
    url = "https://arxiv.org/abs/2410.04133"
}
30
Reyna MA, Weigle J, Koscova Z, Campbell K, Shivashankara KK, Saghafi S, Nikookar S, Motie-Shirazi M, Kiarashi Y, Seyedi S, Clifford GD, Sameni R. ECG-Image-Database: A Dataset of ECG Images with Real-World Imaging and Scanning Artifacts; A Foundation for Computerized ECG Image Digitization and Analysis. arXiv preprint arXiv:2409.16612 2024 September 25. 
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    title = "ECG-Image-Database: A Dataset of ECG Images with Real-World Imaging and Scanning Artifacts; A Foundation for Computerized ECG Image Digitization and Analysis",
    date = "2024-09-25",
    journal = "arXiv preprint arXiv:2409.16612",
    url = "https://drive.google.com/file/d/1SCgGLobOLiFCmMhsiyzSQtqbO8HpvA0b/view?usp=sharing"
}
29
Hegde C, Kiarashi Y, Levey AI, Rodriguez AD, Kwon H, Clifford GD. Feasibility of assessing cognitive impairment via distributed camera network and privacy-preserving edge computing. arXiv preprint arXiv:2408.10442 2024 August 19. 
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    author = "Hegde, Chaitra and Kiarashi, Yashar and Levey, Allan I and Rodriguez, Amy D and Kwon, Hyeokhyen and Clifford, Gari D",
    title = "Feasibility of assessing cognitive impairment via distributed camera network and privacy-preserving edge computing",
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}
28
Das B, Anderson C, Villavicencio T, Lantz J, Foster J, Hamlin T, Rad AB, Clifford GD, Kwon H. Explainable Artificial Intelligence for Quantifying Interfering and High-Risk Behaviors in Autism Spectrum Disorder in a Real-World Classroom Environment Using Privacy-Preserving Video Analysis. arXiv preprint arXiv:2407.21691 2024 July 31. 
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    author = "Das, Barun and Anderson, Conor and Villavicencio, Tania and Lantz, Johanna and Foster, Jenny and Hamlin, Theresa and Rad, Ali Bahrami and Clifford, Gari D and Kwon, Hyeokhyen",
    title = "Explainable Artificial Intelligence for Quantifying Interfering and High-Risk Behaviors in Autism Spectrum Disorder in a Real-World Classroom Environment Using Privacy-Preserving Video Analysis",
    date = "2024-07-31",
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}
27
Cakmak A, Reinertsen E, Nemati S, Clifford GD. Benchmarking changepoint detection algorithms on cardiac time series. arXiv preprint arXiv:2404.12408 2024 April 16. 
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    author = "Cakmak, Ayse and Reinertsen, Erik and Nemati, Shamim and Clifford, Gari D",
    title = "Benchmarking changepoint detection algorithms on cardiac time series",
    date = "2024-04-16",
    journal = "arXiv preprint arXiv:2404.12408",
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}
26
Sendi M, Fu Z, Harnett N, Rooij S, Vergara V, Pizzagalli D, Daskalakis N, House S, Beaudoin F, An X, Neylan T, Clifford GD, Jovanovic T, Linnstaedt S, Germine L, Bollen K, Rauch S, Haran J, Storrow A, Lewandowski C, Jr PM, Hendry P, Sheikh S, Jones C, Punches B, Swor R, Gentile N, Murty V, Hudak L, Pascual J, Seamon M, Harris E, Chang A, Pearson C, Peak D, Merchant R, Domeier R, Rathlev N, O'Neil B, Sergot P, Sanchez L, Bruce S, Sheridan J, Harte S, Kessler R, Koenen K, McLean S, Stevens J, Calhoun V, Ressler K. Brain dynamics reflecting an intra-network brain state is associated with increased posttraumatic stress symptoms in the early aftermath of trauma. 2024 March 8. 
@unpublished{MohammadSendi_2024_03_08_Braindynamics,
    author = "Sendi, Mohammad and Fu, Zening and Harnett, Nathaniel and van Rooij, Sanne and Vergara, Victor and Pizzagalli, Diego and Daskalakis, Nikolaos and House, Stacey and Beaudoin, Francesca and An, Xinming and Neylan, Thomas and Clifford, Gari D and Jovanovic, Tanja and Linnstaedt, Sarah and Germine, Laura and Bollen, Kenneth and Rauch, Scott and Haran, John and Storrow, Alan and Lewandowski, Christopher and Jr, Paul Musey and Hendry, Phyllis and Sheikh, Sophia and Jones, Christopher and Punches, Brittany and Swor, Robert and Gentile, Nina and Murty, Vishnu and Hudak, Lauren and Pascual, Jose and Seamon, Mark and Harris, Erica and Chang, Anna and Pearson, Claire and Peak, David and Merchant, Roland and Domeier, Robert and Rathlev, Niels and O'Neil, Brian and Sergot, Paulina and Sanchez, Leon and Bruce, Steven and Sheridan, John and Harte, Steven and Kessler, Ronald and Koenen, Karestan and McLean, Samuel and Stevens, Jennifer and Calhoun, Vince and Ressler, Kerry",
    title = "Brain dynamics reflecting an intra-network brain state is associated with increased posttraumatic stress symptoms in the early aftermath of trauma",
    date = "2024-03-08",
    url = "https://drive.google.com/file/d/11G1xll8FZJAo2vinrEEQvO-JbDZZ3ZEX/view?usp=sharing",
    journal = "nature portfolio"
}
25
Waters S, Berent J, Saini P, Clifford GD. Domain Adaptation Using Large Scale Databases for Sleep Staging from a Novel In-Ear Sensor. 2024 February 22. 
@unpublished{SamuelWaters_2024_02_22_DomainAdaptation,
    author = "Waters, Samuel and Berent, Jonathan and Saini, Prabhjyot and Clifford, Gari D",
    title = "Domain Adaptation Using Large Scale Databases for Sleep Staging from a Novel In-Ear Sensor",
    date = "2024-02-22",
    journal = "BioMedical Engineering OnLine",
    url = "https://drive.google.com/file/d/144at8BWh1nKaCO6J3Osexqq\_KqSOxraj/view?usp=sharing"
}
24
Zeamer A, Salive M, An X, House S, Beaudoin FL, Stevens JS, Zeng D, Neylan T, Clifford GD, Linnstaedt SD, Rauch SL, Storrow AB, Lewandowski C, Musey PI, Hendry PL, Sheikh S, Jones CW, Punches BE, Swor RA, Hudak LA, Seamon MJ, Harris E, Pearson C, Peak DA, Merchant RC, Domeier RM, Rathlev NK, O'Neil BJ, Sergot P, Sanchez LD, Bruce SE, Kessler RC, Koenen KC, McLean SA, Bucci V, Haran JP. Pilot study of the association between microbiome and the development of adverse posttraumatic neuropsychiatric sequelae after traumatic stress exposure. medRxiv 2023; p. 2023.03. 01.23286577. 
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    author = "Zeamer, Abigail and Salive, MarieClaire and An, Xinming and House, Stacey and Beaudoin, Francesca L and Stevens, Jennifer S and Zeng, Donglin and Neylan, Thomas and Clifford, Gari D and Linnstaedt, Sarah D and Rauch, Scott L and Storrow, Alan B and Lewandowski, Christopher and Musey, Paul I and Hendry, Phyllis L and Sheikh, Sophia and Jones, Christopher W and Punches, Brittany E and Swor, Robert A and Hudak, Lauren A and Seamon, Mark J and Harris, Erica and Pearson, Claire and Peak, David A and Merchant, Roland C and Domeier, Robert M and Rathlev, Niels K and O'Neil, Brian J and Sergot, Paulina and Sanchez, Leon D and Bruce, Steven E and Kessler, Ronald C and Koenen, Karestan C and McLean, Samuel A and Bucci, Vanni and Haran, John P",
    title = "Pilot study of the association between microbiome and the development of adverse posttraumatic neuropsychiatric sequelae after traumatic stress exposure",
    date = "2023",
    journal = "medRxiv",
    url = "https://www.medrxiv.org/content/10.1101/2023.03.01.23286577.abstract",
    pages = "2023.03. 01.23286577",
    note = "Publisher: Cold Spring Harbor Laboratory Press"
}
23
Katebi N, Bremer W, Nguyen T, Phan D, Jeff J, Armstrong K, Phabian-Millbrook P, Platner M, Carroll K, Shoai B, Rohloff P, Boulet SL, Franklin CG, Clifford GD. Automated Image Transcription for Perinatal Blood Pressure Monitoring Using Mobile Health Technology. medRxiv 2023; p. 2023.06. 16.23291435. 
@article{NasimKatebi_2023_AutomatedImage,
    author = "Katebi, Nasim and Bremer, Whitney and Nguyen, Tony and Phan, Daniel and Jeff, Jamila and Armstrong, Kirkland and Phabian-Millbrook, Paula and Platner, Marissa and Carroll, Kimberly and Shoai, Banafsheh and Rohloff, Peter and Boulet, Sheree L and Franklin, Cheryl G and Clifford, Gari D",
    title = "Automated Image Transcription for Perinatal Blood Pressure Monitoring Using Mobile Health Technology",
    date = "2023",
    journal = "medRxiv",
    url = "https://www.medrxiv.org/content/10.1101/2023.06.16.23291435.abstract",
    pages = "2023.06. 16.23291435",
    note = "Publisher: Cold Spring Harbor Laboratory Press"
}
22
Jiang Z, Seyedi S, Griner EL, Abbasi A, Rad AB, Kwon H, Cotes RO, Clifford GD. Multimodal mental health assessment with remote interviews using facial, vocal, linguistic, and cardiovascular patterns. medRxiv 2023; p. 2023.09. 11.23295212. 
@article{ZifanJiang_2023_Multimodalmental,
    author = "Jiang, Zifan and Seyedi, Salman and Griner, Emily Lynn and Abbasi, Ahmed and Rad, Ali Bahrami and Kwon, Hyeokhyen and Cotes, Robert O and Clifford, Gari D",
    title = "Multimodal mental health assessment with remote interviews using facial, vocal, linguistic, and cardiovascular patterns",
    date = "2023",
    journal = "medRxiv",
    url = "https://www.medrxiv.org/content/10.1101/2023.09.11.23295212.abstract",
    pages = "2023.09. 11.23295212",
    note = "Publisher: Cold Spring Harbor Laboratory Press"
}
21
Jiang Z, Seyedi S, Griner E, Abbasi A, Rad AB, Kwon H, Cotes RO, Clifford GD. Evaluating and mitigating unfairness in multimodal remote mental health assessments. 2023. 
@unpublished{ZifanJiang_2023_Evaluatingand,
    author = "Jiang, Zifan and Seyedi, Salman and Griner, Emily and Abbasi, Ahmed and Rad, Ali Bahrami and Kwon, Hyeokhyen and Cotes, Robert O and Clifford, Gari D",
    title = "Evaluating and mitigating unfairness in multimodal remote mental health assessments",
    date = "2023",
    journal = "medRxiv",
    url = "https://www.medrxiv.org/content/10.1101/2023.11.21.23298803.abstract",
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    note = "Publisher: Cold Spring Harbor Laboratory Press"
}
20
Hinojosa C, Rooij SJ, Fani N, Ellis RA, Harnett NG, Lebois L, Ely TD, Jovanovic T, Murty VP, House SL, Beaudoin F, An X, Neylan TC, Clifford GD, Linnstaedt SD, Germine LT, Rauch SL, Haran JP, Storrow AB, Lewandowski C, Jr PIM, Hendry PL, Sheikh S, Jones CW, Punches BE, Hudak LA, Pascual JL, Seamon MS, Harris E, Pearson C, Peak DA, Merchant RC, Domeier RM, Rathlev NK, O'Neil BJ, Sergot P, Bruce SE, Pizzagalli DA, Sheridan JF, Harte SE, Koenen KC, Kessler RC, McLean SA, Ressler KJ, Stevens J. Reward neurocircuitry predicts longitudinal changes in alcohol use following trauma exposure. 2023 November 3. 
@unpublished{CeciliaHinojosa_UnknownDate_Rewardneurocircuitry,
    author = "Hinojosa, Cecilia and van Rooij, Sanne JH and Fani, Negar and Ellis, Robyn A and Harnett, Nathaniel G and Lebois, Lauren and Ely, Timothy D and Jovanovic, Tanja and Murty, Vishnu P and House, Stacey L and Beaudoin, Francesca and An, Xinming and Neylan, Thomas C and Clifford, Gari D and Linnstaedt, Sarah D and Germine, Laura T and Rauch, Scott L and Haran, John P and Storrow, Alan B and Lewandowski, Christopher and Jr, Paul I Musey and Hendry, Phyllis L and Sheikh, Sophia and Jones, Christopher W and Punches, Brittany E and Hudak, Lauren A and Pascual, Jose L and Seamon, Mark S and Harris, Erica and Pearson, Claire and Peak, David A and Merchant, Roland C and Domeier, Robert M and Rathlev, Niels K and O'Neil, Brian J and Sergot, Paulina and Bruce, Steven E and Pizzagalli, Diego A and Sheridan, John F and Harte, Steven E and Koenen, Karestan C and Kessler, Ronald C and McLean, Samuel A and Ressler, Kerry J and Stevens, Jennifer",
    title = "Reward neurocircuitry predicts longitudinal changes in alcohol use following trauma exposure",
    date = "2023-11-03",
    journal = "OSF Preprints",
    url = "https://drive.google.com/file/d/1UiqppeoxJFybmbl7iXBuv7Oy\_uc66raJ/view?usp=sharing",
    note = "Publisher: OSF"
}
19
Roeckner A, Lin ER, Hinrichs R, Harnett NG, Lebois L, Rooij SJ, Ely TD, Jovanovic T, Murty VP, Bruce SE, House SL, Beaudoin FL, An X, Neylan TC, Clifford GD, Linnstaedt SD, Germine LT, Rauch SL, Haran JP, Storrow AB, Lewandowski C, Musey PI, Hendry PL, Sheikh S, Jones CW, Punches BE, Swor RA, Hudak LA, Pascual JL, Seamon MJ, Datner EM, Pearson C, Peak DA, Merchant RC, Domeier RM, Rathlev NK, O'Neil BJ, Sergot P, Sanchez LD, Joormann J, Sheridan JF, Harte SE, Koenen KC, Kessler RC, McLean SA, Ressler KJ, Stevens J. When plasticity becomes pathological: Sequential decreases in basolateral amygdala response to threat cues predict failure to recover from PTSD. 2023 October 31. 
@unpublished{AlyssaRoeckner_2023_10_Whenplasticity,
    author = "Roeckner, Alyssa and Lin, Esther R-H and Hinrichs, Rebecca and Harnett, Nathaniel G and Lebois, Lauren and van Rooij, Sanne JH and Ely, Timothy D and Jovanovic, Tanja and Murty, Vishnu P and Bruce, Steven E and House, Stacey L and Beaudoin, Francesca L and An, Xinming and Neylan, Thomas C and Clifford, Gari D and Linnstaedt, Sarah D and Germine, Laura T and Rauch, Scott L and Haran, John P and Storrow, Alan B and Lewandowski, Christopher and Musey, Paul I and Hendry, Phyllis L and Sheikh, Sophia and Jones, Christopher W and Punches, Brittany E and Swor, Robert A and Hudak, Lauren A and Pascual, Jose L and Seamon, Mark J and Datner, Elizabeth M and Pearson, Claire and Peak, David A and Merchant, Roland C and Domeier, Robert M and Rathlev, Niels K and O'Neil, Brian J and Sergot, Paulina and Sanchez, Leon D and Joormann, Jutta and Sheridan, John F and Harte, Steven E and Koenen, Karestan C and Kessler, Ronald C and McLean, Samuel A and Ressler, Kerry J and Stevens, Jennifer",
    title = "When plasticity becomes pathological: Sequential decreases in basolateral amygdala response to threat cues predict failure to recover from PTSD",
    date = "2023-10-31",
    url = "https://drive.google.com/file/d/17i-FXrU\_NIJw0OSS7qDZBjZgZJLujZYS/view?usp=sharing",
    journal = "OSF Preprints"
}
18
Amorim E, Zheng W, Ghassemi MM, Aghaeeaval M, Kandhare P, Karukonda V, Lee JW, Herman ST, Sivaraju A, Gaspard N, Hofmeijer J, Putten MJ, Sameni R, Reyna MA, Clifford GD, Westover MB. The International Cardiac Arrest Research (I-CARE) Consortium Electroencephalography Database. 2023 August 28. DOI: 10.1101/2023.08.28.23294672. 
@unpublished{EdilbertoAmorim_2023_08_28_TheInternational,
    author = "Amorim, Edilberto and Zheng, Wei-Long and Ghassemi, Mohammad M and Aghaeeaval, Mahsa and Kandhare, Pravinkumar and Karukonda, Vishnu and Lee, Jong Woo and Herman, Susan T and Sivaraju, Adithya and Gaspard, Nicolas and Hofmeijer, Jeannette and van Putten, Michel JAM and Sameni, Reza and Reyna, Matthew A and Clifford, Gari D and Westover, M Brandon",
    title = "The International Cardiac Arrest Research (I-CARE) Consortium Electroencephalography Database",
    date = "2023-08-28",
    journal = "medRxiv",
    url = "https://www.medrxiv.org/content/10.1101/2023.08.28.23294672v1.full.pdf",
    doi = "10.1101/2023.08.28.23294672",
    note = "Publisher: Cold Spring Harbor Laboratory Press"
}
17
Haering S, Seligowski AV, Linnstaedt SD, Michopoulos V, House SL, Beaudoin FL, An X, Neylan TC, Clifford GD, Germine LT, Rauch SL, Haran JP, Storrow AB, Lewandowski C, Jr PIM, Hendry PL, Sheikh S, Jones CW, Punches BE, Swor RA, Gentile NT, Hudak LA, Pascual JL, Seamon MJ, Pearson C, Peak DA, Merchant RC, Domeier RM, Rathlev NK, O'Neil BJ, Sanchez LD, Bruce SE, Harte SE, McLean SA, Kessler RC, Koenen KC, Stevens JS, Powers A. Sex-dependent differences in vulnerability to early risk factors for posttraumatic stress disorder: results from the AURORA study. 2023 August. DOI: 10.31234/osf.io. 
@unpublished{StephanieHaering_2023_08_Sexdependentdifferences,
    author = "Haering, Stephanie and Seligowski, Antonia V and Linnstaedt, Sarah D and Michopoulos, Vasiliki and House, Stacey L and Beaudoin, Francesca L and An, Xinming and Neylan, Thomas C and Clifford, Gari D and Germine, Laura T and Rauch, Scott L and Haran, John P and Storrow, Alan B and Lewandowski, Christopher and Jr, Paul I Musey and Hendry, Phyllis L and Sheikh, Sophia and Jones, Christopher W and Punches, Brittany E and Swor, Robert A and Gentile, Nina T and Hudak, Lauren A and Pascual, Jose L and Seamon, Mark J and Pearson, Claire and Peak, David A and Merchant, Roland C and Domeier, Robert M and Rathlev, Niels K and O'Neil, Brian J and Sanchez, Leon D and Bruce, Steven E and Harte, Steven E and McLean, Samuel A and Kessler, Ronald C and Koenen, Karestan C and Stevens, Jennifer S and Powers, Abigail",
    title = "Sex-dependent differences in vulnerability to early risk factors for posttraumatic stress disorder: results from the AURORA study",
    date = "2023-08",
    url = "https://psyarxiv.com/57vjw/",
    note = "Publisher: PsyArXiv",
    doi = "10.31234/osf.io/vyz9p"
}
16
Rooij S, Santos J, Hinojosa C, Ely T, Harnett N, Murty V, Lebois L, Jovanovic T, House S, Bruce S, Beaudoin F, An X, Neylan T, Clifford GD, Linnstaedt S, Germine L, Bollen K, Rauch S, Haran J, Storrow A, Lewandowski C, Jr PM, Hendry P, Sheikh S, Jones C, Punches B, Swor R, Pascual J, Seamon M, Harris E, Pearson C, Peak D, Merchant R, Domeier R, Rathlev N, O'Neil B, Sanchez L, Joorman J, Pizzagalli D, Sheridan J, Harte S, Kessler R, Koenen K, McLean S, Ressler K, Stevens J. Rethinking resilience using the r-factor: Neurobiological mechanisms of static and dynamic components of resilience following trauma. 2023 June 28. DOI: 10.21203/rs.3.rs-3115922. 
@unpublished{SannevanRooij_2023_06_28_Rethinkingresilience,
    author = "van Rooij, Sanne and Santos, Justin and Hinojosa, Cecilia and Ely, Timothy and Harnett, Nathaniel and Murty, Vishnu and Lebois, Lauren and Jovanovic, Tanja and House, Stacey and Bruce, Steven and Beaudoin, Francesca and An, Xinming and Neylan, Thomas and Clifford, Gari D and Linnstaedt, Sarah and Germine, Laura and Bollen, Kenneth and Rauch, Scott and Haran, John and Storrow, Alan and Lewandowski, Christopher and Jr, Paul Musey and Hendry, Phyllis and Sheikh, Sophia and Jones, Christopher and Punches, Brittany and Swor, Robert and Pascual, Jose and Seamon, Mark and Harris, Erica and Pearson, Claire and Peak, David and Merchant, Roland and Domeier, Robert and Rathlev, Niels and O'Neil, Brian and Sanchez, Leon and Joorman, Jutta and Pizzagalli, Diego and Sheridan, John and Harte, Steven and Kessler, Ronald and Koenen, Karestan and McLean, Samuel and Ressler, Kerry and Stevens, Jennifer",
    title = "Rethinking resilience using the r-factor: Neurobiological mechanisms of static and dynamic components of resilience following trauma",
    date = "2023-06-28",
    doi = "10.21203/rs.3.rs-3115922/v1",
    url = "https://www.researchsquare.com/article/rs-3115922/latest"
}
15
Kiarashi Y, Hedge C, Madala VSK, Nakum A, Singh R, Tweedy R, Clifford GD, Kwon H. Indoor Localization using Bluetooth and Inertial Motion Sensors in Distributed Edge and Cloud Computing Environment. arXiv preprint arXiv:2305.19342 2023 May 30. 
@article{YasharKiarashi_2023_05_30_IndoorLocalization,
    author = "Kiarashi, Yashar and Hedge, Chaitra and Madala, Venkata Siva Krishna and Nakum, ArjunSinh and Singh, Ratan and Tweedy, Robert and Clifford, Gari D and Kwon, Hyeokhyen",
    title = "Indoor Localization using Bluetooth and Inertial Motion Sensors in Distributed Edge and Cloud Computing Environment",
    date = "2023-05-30",
    journal = "arXiv preprint arXiv:2305.19342",
    url = "https://arxiv.org/abs/2305.19342"
}
14
Kwon H, Hedge C, Kiarashi Y, Madala VSK, Singh R, Nakum A, Tweedy R, Tonetto LM, Zimring CM, Clifford GD. Indoor Localization and Multi-person Tracking Using Privacy Preserving Distributed Camera Network with Edge Computing. arXiv preprint arXiv:2305.05062 2023 May 8. 
@article{HyeokhyenKwon_2023_05_08_IndoorLocalization,
    author = "Kwon, Hyeokhyen and Hedge, Chaitra and Kiarashi, Yashar and Madala, Venkata Siva Krishna and Singh, Ratan and Nakum, ArjunSinh and Tweedy, Robert and Tonetto, Leandro Miletto and Zimring, Craig M and Clifford, Gari D",
    title = "Indoor Localization and Multi-person Tracking Using Privacy Preserving Distributed Camera Network with Edge Computing",
    date = "2023-05-08",
    journal = "arXiv preprint arXiv:2305.05062",
    url = "https://arxiv.org/abs/2305.05062"
}
13
Dumitru M, Li Q, Alday EAP, Rad AB, Clifford GD, Sameni R. A data-driven Gaussian process filter for electrocardiogram denoising. arXiv preprint arXiv:2301.02607 2023 January 6. 
@article{MirceaDumitru_2023_01_06_Adatadriven,
    author = "Dumitru, Mircea and Li, Qiao and Alday, Erick Andres Perez and Rad, Ali Bahrami and Clifford, Gari D and Sameni, Reza",
    title = "A data-driven Gaussian process filter for electrocardiogram denoising",
    date = "2023-01-06",
    journal = "arXiv preprint arXiv:2301.02607",
    url = "https://arxiv.org/abs/2301.02607"
}
12
Seyedi S, Griner E, Corbin L, Jiang Z, Roberts K, Milloy A, Boazak M, Rad AB, Abbasi A, Cotes RO, Clifford GD. A Comparison of HIPAA-Compliant Transcription Services for Virtual Psychiatric Interviews. 2023 January 5. 
@unpublished{SalmanSeyedi_UnknownDate_AComparison,
    author = "Seyedi, Salman and Griner, Emily and Corbin, Lisette and Jiang, Zifan and Roberts, Kailey and Milloy, Aaron and Boazak, Mina and Rad, Ali Bahrami and Abbasi, Ahmed and Cotes, Robert O and Clifford, Gari D",
    title = "A Comparison of HIPAA-Compliant Transcription Services for Virtual Psychiatric Interviews",
    date = "2023-01-05",
    url = "https://drive.google.com/file/d/1MuLzc33c\_ErSNI1CY3IcW3zSH7LqE3su/view?usp=sharing",
    journal = "PsyArXiv"
}
11
Suresha P, Hegde C, Jiang Z, Clifford G. An Edge Computing and Ambient Data Capture System. Preprints 2022, 1, 0. 2022. 
@misc{PBSuresha_2012_AnEdge,
    author = "Suresha, PB and Hegde, C and Jiang, Z and Clifford, GD",
    title = "An Edge Computing and Ambient Data Capture System. Preprints 2022, 1, 0",
    date = "2022",
    url = "https://scholar.archive.org/work/3vqggzgikna3nbqe43mkasxuqa/access/wayback/https://www.preprints.org/manuscript/202202.0246/v1/download",
    pages = "1-10",
    volume = "19",
    note = "Publisher: s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affil-iations."
}
10
Ding C, Guo Z, Shah A, Clifford GD, Rudin C, Hu X. Cluster consistency: Simple yet effect robust learning algorithm on large-scale photoplethysmography for atrial fibrillation detection in the presence of real-world label noise. arXiv preprint arXiv:2211.03333 2022 November 7. 
@article{ChengDing_2022_11_07_Clusterconsistency,
    author = "Ding, Cheng and Guo, ZhiCheng and Shah, Amit and Clifford, Gari D and Rudin, Cynthia and Hu, Xiao",
    title = "Cluster consistency: Simple yet effect robust learning algorithm on large-scale photoplethysmography for atrial fibrillation detection in the presence of real-world label noise",
    date = "2022-11-07",
    journal = "arXiv preprint arXiv:2211.03333",
    url = "https://arxiv.org/abs/2211.03333"
}
9
Katebi N, Clifford GD. Deep Sequence Learning for Assessing Hypertension in Pregnancy from Doppler Signals. medRxiv 2022 January 28; p. 2022.01. 26.22269921. 
@article{NasimKatebi_2022_01_28_DeepSequence,
    author = "Katebi, Nasim and Clifford, Gari D",
    title = "Deep Sequence Learning for Assessing Hypertension in Pregnancy from Doppler Signals",
    date = "2022-01-28",
    journal = "medRxiv",
    url = "https://www.medrxiv.org/content/10.1101/2022.01.26.22269921.abstract",
    pages = "2022.01. 26.22269921",
    note = "Publisher: Cold Spring Harbor Laboratory Press"
}
8
Sadiq I, Perez-Alday EA, Shah AJ, Rad AB, Sameni R, Clifford GD. Mythological Medical Machine Learning: Boosting the Performance of a Deep Learning Medical Data Classifier Using Realistic Physiological Models. arXiv preprint arXiv:2112.15442 2021 December 28. 
@article{IsmailSadiq_2021_12_28_MythologicalMedical,
    author = "Sadiq, Ismail and Perez-Alday, Erick A and Shah, Amit J and Rad, Ali Bahrami and Sameni, Reza and Clifford, Gari D",
    title = "Mythological Medical Machine Learning: Boosting the Performance of a Deep Learning Medical Data Classifier Using Realistic Physiological Models",
    date = "2021-12-28",
    journal = "arXiv preprint arXiv:2112.15442",
    url = "https://arxiv.org/abs/2112.15442"
}
7
Niu C, Guo D, Ong MEH, Koh ZX, Ho AFW, Lin Z, Liu C, Clifford GD, Liu N. HRnV-Calc: A software package for heart rate n-variability and heart rate variability analysis. arXiv preprint arXiv:2111.09649 2021 November 18. 
@article{ChenglinNiu_2021_11_18_HRnVCalcA,
    author = "Niu, Chenglin and Guo, Dagang and Ong, Marcus Eng Hock and Koh, Zhi Xiong and Ho, Andrew Fu Wah and Lin, Zhiping and Liu, Chengyu and Clifford, Gari D and Liu, Nan",
    title = "HRnV-Calc: A software package for heart rate n-variability and heart rate variability analysis",
    date = "2021-11-18",
    journal = "arXiv preprint arXiv:2111.09649",
    url = "https://arxiv.org/abs/2111.09649"
}
6
Cakmak AS, Densen S, Najarro G, Rout P, Rozell CJ, Inan OT, Shah AJ, Clifford GD. Late fusion of machine learning models using passively captured interpersonal social interactions and motion from smartphones predicts decompensation in heart failure. arXiv preprint arXiv:2104.01511 2021 April 4. 
@article{AyseSCakmak_2021_04_04_Latefusion,
    author = "Cakmak, Ayse S and Densen, Samuel and Najarro, Gabriel and Rout, Pratik and Rozell, Christopher J and Inan, Omer T and Shah, Amit J and Clifford, Gari D",
    title = "Late fusion of machine learning models using passively captured interpersonal social interactions and motion from smartphones predicts decompensation in heart failure",
    date = "2021-04-04",
    journal = "arXiv preprint arXiv:2104.01511",
    url = "https://arxiv.org/abs/2104.01511"
}
5
Reyna MA, Clifford GD. Voting of predictive models for clinical outcomes: consensus of algorithms for the early prediction of sepsis from clinical data and an analysis of the PhysioNet/Computing in Cardiology Challenge 2019. arXiv preprint arXiv:2012.11013 2020 December 20. 
@article{MatthewAReyna_2020_12_20_Votingof,
    author = "Reyna, Matthew A and Clifford, Gari D",
    title = "Voting of predictive models for clinical outcomes: consensus of algorithms for the early prediction of sepsis from clinical data and an analysis of the PhysioNet/Computing in Cardiology Challenge 2019",
    date = "2020-12-20",
    journal = "arXiv preprint arXiv:2012.11013",
    url = "https://arxiv.org/abs/2012.11013"
}
4
Clifford GD. The Future AI in Healthcare: A Tsunami of False Alarms or a Product of Experts?. arXiv preprint arXiv:2007.10502 2020 July 20. 
@article{GariDClifford_2020_07_20_TheFuture,
    author = "Clifford, Gari D",
    title = "The Future AI in Healthcare: A Tsunami of False Alarms or a Product of Experts?",
    date = "2020-07-20",
    journal = "arXiv preprint arXiv:2007.10502",
    url = "https://arxiv.org/abs/2007.10502"
}
3
Hegde C, Jiang Z, Suresha PB, Zelko J, Seyedi S, Smith MA, Wright DW, Kamaleswaran R, Reyna MA, Clifford GD. Autotriage-an open source edge computing raspberry pi-based clinical screening system. medrxiv 2020 April 11; p. 2020.04. 09.20059840. 
@article{ChaitraHegde_2020_04_11_Autotriageanopen,
    author = "Hegde, Chaitra and Jiang, Zifan and Suresha, Pradyumna Byappanahalli and Zelko, Jacob and Seyedi, Salman and Smith, Monique A and Wright, David W and Kamaleswaran, Rishikesan and Reyna, Matt A and Clifford, Gari D",
    title = "Autotriage-an open source edge computing raspberry pi-based clinical screening system",
    date = "2020-04-11",
    journal = "medrxiv",
    url = "https://www.medrxiv.org/content/10.1101/2020.04.09.20059840v2.full.pdf",
    pages = "2020.04. 09.20059840",
    note = "Publisher: Cold Spring Harbor Laboratory Press"
}
2
Schwabedal JT, Snyder JC, Cakmak A, Nemati S, Clifford GD. Addressing class imbalance in classification problems of noisy signals by using fourier transform surrogates. arXiv preprint arXiv:1806.08675 2018 June 20. 
@article{JustusTCSchwabedal_2018_06_20_Addressingclass,
    author = "Schwabedal, Justus TC and Snyder, John C and Cakmak, Ayse and Nemati, Shamim and Clifford, Gari D",
    title = "Addressing class imbalance in classification problems of noisy signals by using fourier transform surrogates",
    date = "2018-06-20",
    journal = "arXiv preprint arXiv:1806.08675",
    url = "https://arxiv.org/abs/1806.08675"
}
1
McSharry PE, Clifford GD. OPEN-SOURCE SOFTWARE FOR GENERATING ELECTROCARDIOGRAM SIGNALS. 2004 June 4. 
@unpublished{PatrickEMcSharry_2003_OPENSOURCESOFTWARE,
    author = "McSharry, Patrick E and Clifford, Gari D",
    title = "OPEN-SOURCE SOFTWARE FOR GENERATING ELECTROCARDIOGRAM SIGNALS",
    date = "2004-06-04",
    journal = "arXiv preprint physics/0406017",
    url = "https://arxiv.org/pdf/physics/0406017.pdf"
}

Books and Chapters

14
Suresha PB, Wang Y, Xiao C, Glass L, Yuan Y, Clifford GD. "A deep learning approach for classifying nonalcoholic steatohepatitis patients from nonalcoholic fatty liver disease patients using electronic medical records" in Explainable AI in Healthcare and Medicine: Building a Culture of Transparency and Accountability. 2021. pp. 107-113. 
@inbook{PradyumnaByappanahalliSuresha_2021_Adeep,
    author = "Suresha, Pradyumna Byappanahalli and Wang, Yunlong and Xiao, Cao and Glass, Lucas and Yuan, Yilian and Clifford, Gari D",
    title = "A deep learning approach for classifying nonalcoholic steatohepatitis patients from nonalcoholic fatty liver disease patients using electronic medical records",
    date = "2021",
    booktitle = "Explainable AI in Healthcare and Medicine: Building a Culture of Transparency and Accountability",
    url = "https://drive.google.com/file/d/1uV7Bw2dQ1XKjDADkqyEJT8etzZds-w\_4/view?usp=sharing",
    pages = "107-113",
    note = "Publisher: Springer International Publishing"
}
13
Li Q, Liu C, Oster J, Clifford GD. "Signal processing and feature selection preprocessing for classification in noisy healthcare data" in Machine Learning for Healthcare Technologies. 2016 October 28. p. 2016. 
@inbook{QiaoLi_2016_10_28_Signalprocessing,
    author = "Li, Qiao and Liu, Chengyu and Oster, Julien and Clifford, Gari D",
    title = "Signal processing and feature selection preprocessing for classification in noisy healthcare data",
    date = "2016-10-28",
    issue = "33",
    booktitle = "Machine Learning for Healthcare Technologies",
    url = "http://physionet.cps.unizar.es/physiotools/physionet-cardiovascular-signal-toolbox/Tools/ECG\_Analysis\_Tools/AF\%20Feature\%20Calculation/Chapter03\_Proof.pdf",
    pages = "2016",
    volume = "2",
    note = "Publisher: Institution of Engineering and Technology"
}
12
Zhu T, Clifford GD, Clifton DA. "A Bayesian model for fusing biomedical labels" in Machine Learning for Healthcare Technologies. 2016 October 28. pp. 127-159. 
@inbook{TingtingZhu_2016_10_28_ABayesian,
    author = "Zhu, Tingting and Clifford, Gari D and Clifton, David A",
    title = "A Bayesian model for fusing biomedical labels",
    date = "2016-10-28",
    booktitle = "Machine Learning for Healthcare Technologies",
    url = "https://drive.google.com/file/d/1p2\_FU25BqkBln9mWs3lscWsJ-6MqdqXg/view?usp=sharing",
    pages = "127-159",
    volume = "1",
    note = "Publisher: The Institution of Engineering and Technology"
}
11
Li Q, Clifford GD. "Signal Processing: False Alarm Reduction" in Secondary Analysis of Electronic Health Records. 2016. pp. 391--403. DOI: 10.1007/978-3-319-43742-2_27. 
@inbook{Li_2016,
    author = "Li, Qiao and Clifford, Gari D.",
    doi = "10.1007/978-3-319-43742-2\_27",
    url = "https://drive.google.com/file/d/1uJPJqYXufV9oBR0BVSeOXxylwB9OKG4G/view?usp=sharing",
    year = "2016",
    publisher = "Springer International Publishing",
    pages = "391--403",
    title = "Signal Processing: False Alarm Reduction",
    booktitle = "Secondary Analysis of Electronic Health Records"
}
10
Raghu A, Praveen D, Peiris D, Tarassenko L, Clifford GD. "Lessons from the evaluation of a clinical decision support tool for cardiovascular disease risk management in rural india" in Technologies for Development: What is Essential?. 2015. pp. 199-209. 
@inbook{ArvindRaghu_2015_Lessonsfrom,
    author = "Raghu, Arvind and Praveen, Devarsetty and Peiris, David and Tarassenko, Lionel and Clifford, Gari D",
    title = "Lessons from the evaluation of a clinical decision support tool for cardiovascular disease risk management in rural india",
    date = "2015",
    booktitle = "Technologies for Development: What is Essential?",
    url = "https://drive.google.com/file/d/1dZQWtqrerXf5VJ9sxSVzerOykmUFML6I/view?usp=sharing",
    pages = "199-209",
    publisher = "Springer International Publishing"
}
9
Oster J, Clifford GD. "Signal quality indices for state space electrophysiological signal processing and vice versa" in Advanced State Space Methods for Neural and Clinical Data. 2015 September. pp. 345--366. DOI: 10.1017/cbo9781139941433.016. 
@incollection{Oster_2015,
    author = "Oster, J. and Clifford, G. D.",
    doi = "10.1017/cbo9781139941433.016",
    url = "https://drive.google.com/file/d/0B5wjNvhEV8-idWdCeG1CdFp5ZDdiNTY3MDY3XzQ4cldSaUpZ/view?usp=sharing\&resourcekey=0-5hHaw4WHQv5zbHKFb9qZ1g",
    year = "2015",
    month = "sep",
    publisher = "Cambridge University Press",
    pages = "345--366",
    title = "Signal quality indices for state space electrophysiological signal processing and vice versa",
    booktitle = "Advanced State Space Methods for Neural and Clinical Data"
}
8
Krug JW, Rose G, Clifford GD, Oster J. "EKG-basierte Triggerung für die kardiale Ultrahochfeld-Magnetresonanztomographie" in Automatisierungsverfahren für die Medizin. 2013. 
@inbook{JohannesWKrug_2013_EKGbasierteTriggerung,
    author = "Krug, Johannes W and Rose, Georg and Clifford, Gari D and Oster, Julien",
    title = {EKG-basierte Triggerung f{\"u}r die kardiale Ultrahochfeld-Magnetresonanztomographie},
    date = "2013",
    booktitle = {Automatisierungsverfahren f{\"u}r die Medizin},
    url = "https://www.lmt.ovgu.de/lmt\_media/Paper/Krug2013Automed-p-1272.pdf",
    volume = "18"
}
7
Clifford GD. "Chapter 15-BLIND SOURCE SEPARATION: Principal & Independent Component Analysis" in Biomedical Signal and Image Processing. 2008. pp. 1129-1159. 
@inbook{GariClifford_1995_Chapter14BLIND,
    author = "Clifford, Gari D",
    title = "Chapter 15-BLIND SOURCE SEPARATION: Principal \& Independent Component Analysis",
    date = "2008",
    issue = "6",
    booktitle = "Biomedical Signal and Image Processing",
    url = "https://drive.google.com/file/d/1yo1j1owsETIimOYUe\_Q6ZKR1D\_By2I4G/view?usp=sharing",
    pages = "1129-1159",
    volume = "7"
}
6
Clifford GD, Azuaje F, McSharry PE. Advanced Methods and Tools for ECG Data Analysis. Artech House: 2006 October. 
@book{ECGBook,
    author = "Clifford, Gari D and Azuaje, Francisco and McSharry, Patrick E",
    title = "Advanced Methods and Tools for ECG Data Analysis",
    year = "2006",
    month = "October",
    url = "https://pdfs.semanticscholar.org/4ad0/c216be78fc58ad4965e7e61fa8676e006246.pdf",
    publisher = "Artech House"
}
5
Clifford GD. "Singular value decomposition & independent component analysis for blind source separation" in Biomedical Signal and Image Processing. 2005 April 1. pp. 489-499. 
@inbook{GariDClifford_2005_04_Singularvalue,
    author = "Clifford, Gari D",
    title = "Singular value decomposition \& independent component analysis for blind source separation",
    date = "2005-04-01",
    booktitle = "Biomedical Signal and Image Processing",
    url = "https://drive.google.com/file/d/1ONje2yvfn36pLCXq1ZGGVHljjaiZfRDY/view?usp=sharing",
    pages = "489-499",
    volume = "44"
}
4
Nam DS, Youn C, Lee BH, Clifford GD, Healey J. "Information Systems and Information Technologies (ISIT) Workshop, Grid Session-QoS-Constrained Resource Allocation for a Grid-Based Multiple Source Electrocardiogram Application" in Lecture Notes in Computer Science. 2004. pp. 352-359. 
@inbook{DongSuNam_2004_InformationSystems,
    author = "Nam, Dong Su and Youn, Chan-Hyun and Lee, Bong Hwan and Clifford, Gari D and Healey, Jennifer",
    title = "Information Systems and Information Technologies (ISIT) Workshop, Grid Session-QoS-Constrained Resource Allocation for a Grid-Based Multiple Source Electrocardiogram Application",
    date = "2004",
    booktitle = "Lecture Notes in Computer Science",
    url = "https://scholar.google.com/scholar?cluster=3695218269883962530\&hl=en\&oi=scholarr",
    pages = "352-359",
    volume = "3043",
    note = "Publisher: Berlin: Springer-Verlag, 1973-"
}
3
Youn C, Kim B, Nam DS, Lee B, Shim EB, Clifford GD, Healey J. "III High-Speed Network Technologies-Resource Reconfiguration Scheme Based on Temporal Quorum Status Estimation in Computational Grids" in Lecture Notes in Computer Science. 2004. pp. 699-707. 
@inbook{ChanHyunYoun_2004_IIIHighSpeed,
    author = "Youn, Chan-Hyun and Kim, Byungsang and Nam, Dong Su and Lee, Bong-Hwan and Shim, Eun Bo and Clifford, Gary D and Healey, Jennifer",
    title = "III High-Speed Network Technologies-Resource Reconfiguration Scheme Based on Temporal Quorum Status Estimation in Computational Grids",
    date = "2004",
    booktitle = "Lecture Notes in Computer Science",
    url = "https://scholar.google.com/scholar?cluster=1265776557834683712\&hl=en\&oi=scholarr",
    pages = "699-707",
    volume = "3090",
    note = "Publisher: Berlin: Springer-Verlag, 1973-"
}
2
Youn C, Kim B, Nam DS, Lee B, Shim EB, Clifford GD, Healey J. "Resource Reconfiguration Scheme Based on Temporal Quorum Status Estimation in Computational Grids" in Lecture Notes in Computer Science. 2004. pp. 699--707. DOI: 10.1007/978-3-540-25978-7_70. 
@incollection{Youn_2004_resource,
    author = "Youn, Chan-Hyun and Kim, Byungsang and Nam, Dong Su and Lee, Bong-Hwan and Shim, Eun Bo and Clifford, Gari D and Healey, Jennifer",
    doi = "10.1007/978-3-540-25978-7\_70",
    url = "https://doi.org/10.1007\%2F978-3-540-25978-7\_70",
    year = "2004",
    publisher = "Springer Berlin Heidelberg",
    pages = "699--707",
    title = "Resource Reconfiguration Scheme Based on Temporal Quorum Status Estimation in Computational Grids",
    booktitle = "Lecture Notes in Computer Science"
}
1
Youn C, Kim B, Nam DS, An E, Lee B, Shim EB, Clifford GD. "QoS Quorum-Constrained Resource Management in Wireless Grid" in Network and Parallel Computing. 2004. pp. 65--72. DOI: 10.1007/978-3-540-30141-7_12. 
@inbook{Youn_2004_QoS,
    author = "Youn, Chan-Hyun and Kim, Byungsang and Nam, Dong Su and An, Eung-Suk and Lee, Bong-Hwan and Shim, Eun Bo and Clifford, Gari D",
    doi = "10.1007/978-3-540-30141-7\_12",
    url = "https://drive.google.com/file/d/1Zh9wf4P97Lmc1-P11i1tZ5hpchmtPEGn/view?usp=sharing",
    year = "2004",
    publisher = "Springer Berlin Heidelberg",
    pages = "65--72",
    title = "{QoS} Quorum-Constrained Resource Management in Wireless Grid",
    booktitle = "Network and Parallel Computing"
}

Patents

17
Inan O, Clifford GD, Ganti VG, Mabrouk S, Safaei M, Whittingslow DC, Wright DW. Multi-modal system and method for tracking respiratory health. 2023 November 2. US Patent App. 18025750. 
@misc{OmerInan_2023_11_02_Multimodalsystem,
    author = "Inan, Omer and Clifford, Gari D and Ganti, Venu G and Mabrouk, Samer and Safaei, Mohsen and Whittingslow, Daniel Corbett and Wright, David W",
    title = "Multi-modal system and method for tracking respiratory health",
    date = "2023-11-02",
    url = "https://drive.google.com/file/d/1\_UzUbCY5DLahk-5jWLmxDKTp12RnK0PP/view?usp=sharing",
    howpublished = "US Patent App. 18025750"
}
16
Clifford GD, Cakmak A, Rozell C, Willats A. Systems and Methods for Detecting Sleep Activity. 2022 October 13. US Patent App. 17640405. 
@misc{GariClifford_2022_10_13_Systemsand,
    author = "Clifford, Gari D and Cakmak, Ayse and Rozell, Christopher and Willats, Adam",
    title = "Systems and Methods for Detecting Sleep Activity",
    date = "2022-10-13",
    url = "https://drive.google.com/file/d/1RJKS5BFxijuiWdBkOYHQHPYFZppOyZ\_E/view?usp=sharing",
    howpublished = "US Patent App. 17640405"
}
15
Poian GD, Rinaldo R, Clifford GD. Methods and systems for automatically detecting events based on ECG signals determined from compressed sensed measurements. 2022 October 4. US Patent 11457853 App. 16496917. 
@misc{GiuliaDiPoian_2022_10_04_Methodsand,
    author = "Poian, Giulia Di and Rinaldo, Roberto and Clifford, Gari D",
    title = "Methods and systems for automatically detecting events based on ECG signals determined from compressed sensed measurements",
    date = "2022-10-04",
    url = "https://drive.google.com/file/d/1IdK6SGaBo1anyJJdCTJx7x\_wS-GrRwaP/view?usp=sharing",
    howpublished = "US Patent 11457853 App. 16496917"
}
14
Nemati S, Clifford GD, Shashikumar SP, Shah AJ, Li Q. Methods and Systems for Determining Abnormal Cardiac Activity. 2022 April 28. US Patent App. 17571298. 
@misc{ShamimNemati_2022_04_28_Methodsand,
    author = "Nemati, Shamim and Clifford, Gari D and Shashikumar, Supreeth Prajwal and Shah, Amit Jasvant and Li, Qiao",
    title = "Methods and Systems for Determining Abnormal Cardiac Activity",
    date = "2022-04-28",
    url = "https://drive.google.com/file/d/1D-7uTDZISBgTldrMhvKFzeN3tTJvyyxA/view?usp=sharing",
    howpublished = "US Patent App. 17571298"
}
13
Clifford GD, Zelko J, Shu N, Suresha P, Cakmak A. System and methods for tracking behavior and detecting abnormalities. 2022 April 14. US Patent App. 17430414. 
@misc{GariClifford_2022_04_14_Systemand,
    author = "Clifford, Gari D and Zelko, Jacob and Shu, Nicolas and Suresha, Pradyumna and Cakmak, Ayse",
    title = "System and methods for tracking behavior and detecting abnormalities",
    date = "2022-04-14",
    url = "https://drive.google.com/file/d/1wGEiVSWD-f7Czu0ocLxFJRvmwF8EQSG-/view?usp=sharing",
    howpublished = "US Patent App. 17430414"
}
12
Clifford GD, Reinertsen E, Shah A, Nemati S. Using heartrate information to classify PTSD. 2022 February 15. US Patent 11246520 App. 16469001. 
@misc{GariClifford_2022_02_15_Usingheartrate,
    author = "Clifford, Gari D and Reinertsen, Erik and Shah, Amit and Nemati, Shamim",
    title = "Using heartrate information to classify PTSD",
    date = "2022-02-15",
    url = "https://drive.google.com/file/d/1MTjwLgD-xviibmhLa1aVVuVRONqGx4e9/view?usp=sharing",
    howpublished = "US Patent 11246520 App. 16469001"
}
11
Clifford GD, Cakmak A, Shah A, Reinertsen E. Passive data collection and use of machine-learning models for event prediction. 2021 December 23. US Patent App. 17295248. 
@misc{GariClifford_2021_12_23_Passivedata,
    author = "Clifford, Gari D and Cakmak, Ayse and Shah, Amit and Reinertsen, Erik",
    title = "Passive data collection and use of machine-learning models for event prediction",
    date = "2021-12-23",
    url = "https://drive.google.com/file/d/1iZYmQBHnDPxCoshbK\_w2HEibyg60cT6\_/view?usp=sharing",
    howpublished = "US Patent App. 17295248"
}
10
Mannino R, Lam W, Clifford GD, Tyburski E. Systems and methods for quantitative diagnosis of anemia. 2021 November 25. US Patent App. 17291215. 
@misc{RobertMannino_2021_11_25_Systemsand,
    author = "Mannino, Robert and Lam, Wilbur and Clifford, Gari D and Tyburski, Erika",
    title = "Systems and methods for quantitative diagnosis of anemia",
    date = "2021-11-25",
    url = "https://drive.google.com/file/d/1N1nGkuHvOMjWoYNDzgd9CrDASg7LKlr3/view?usp=sharing",
    howpublished = "US Patent App. 17291215"
}
9
Levey A, Clifford GD, Haque R, Manzanares C, Brown L. Systems and methods for automated passive assessment of visuospatial memory and/or salience. 2021 November 18. US Patent App. 17286667. 
@misc{AllanLevey_2021_11_18_Systemsand,
    author = "Levey, Allan and Clifford, Gari D and Haque, Rafi and Manzanares, Cecelia and Brown, LaVonda",
    title = "Systems and methods for automated passive assessment of visuospatial memory and/or salience",
    date = "2021-11-18",
    url = "https://drive.google.com/file/d/13DkU3rdVYuWgE18R6pco3MaoLfKG6FZ-/view?usp=sharing",
    howpublished = "US Patent App. 17286667"
}
8
Nemati S, Clifford GD, Shashikumar SP, Shah AJ, Li Q. Methods and Systems for Determining Abnormal Cardiac Activity. 2019 October 31. US Patent App. 16472818. 
@misc{ShamimNemati_2019_10_31_Methodsand,
    author = "Nemati, Shamim and Clifford, Gari D and Shashikumar, Supreeth Prajwal and Shah, Amit Jasvant and Li, Qiao",
    title = "Methods and Systems for Determining Abnormal Cardiac Activity",
    date = "2019-10-31",
    url = "https://drive.google.com/file/d/1uAnX3gDP1EuF3D8rU\_0YxjWqWqYNbydR/view?usp=sharing",
    howpublished = "US Patent App. 16472818"
}
7
Sameni R, Jutten C, Shamsollahi MB, Clifford GD. Extraction of fetal cardiac signals. 2015 September 8. US Patent 9125577 App. 14456178. 
@misc{RezaSameni_2015_09_08_Extractionof,
    author = "Sameni, Reza and Jutten, Christian and Shamsollahi, Mohammad B and Clifford, Gari D",
    title = "Extraction of fetal cardiac signals",
    date = "2015-09-08",
    url = "https://drive.google.com/file/d/1w86gM-PNcjt2QE5fiHLhVDTVY1OoQonw/view?usp=sharing",
    howpublished = "US Patent 9125577 App. 14456178"
}
6
Sameni R, Jutten C, Shamsollahi MB, Clifford GD. Extraction of fetal cardiac signals. 2014 June. US Patent 20100137727 App. US 12/624,175. 
@misc{RezaSameni_2014_06_Extractionof,
    author = "Sameni, Reza and Jutten, Christian and Shamsollahi, Mohammad B and Clifford, Gari D",
    title = "Extraction of fetal cardiac signals",
    date = "2014-06",
    url = "https://drive.google.com/file/d/1hRL9B9jzQJIJHFl-8AVL4UCamLizG\_Gh/view?usp=sharing",
    howpublished = "US Patent 20100137727 App. US 12/624,175"
}
5
Clifford GD, Oster J, Pietquin O, Geist M. PERIODIC ARTIFACT REDUCTION FROM BIOMEDICAL SIGNALS. Unknown patent office. 2013 April 11. 
@misc{GariClifford_2013_04_11_PERIODICARTIFACT,
    author = "Clifford, Gari D and Oster, Julien and Pietquin, Olivier and Geist, Matthieu",
    title = "PERIODIC ARTIFACT REDUCTION FROM BIOMEDICAL SIGNALS",
    date = "2013-04-11",
    url = "https://hal-centralesupelec.archives-ouvertes.fr/hal-00869739/",
    howpublished = "Unknown patent office"
}
4
Wolfberg AJ, Clifford GD, Ward J, Center TM, Inc. , Technology , of MI, E-Trolz I. Fetal ecg monitoring. 2012 January 19. US Patent 20120016209 App. 13/113293. 
@misc{AdamJWolfberg_2012_01_19_FetalECG,
    author = "Wolfberg, Adam J and Clifford, Gari D and Ward, Jay and Center, Tufts Medical and Inc. and Technology and of, Massachusetts Institute and E-Trolz, Inc.",
    title = "Fetal ecg monitoring",
    date = "2012-01-19",
    url = "https://drive.google.com/file/d/1HItku4CZinIJ9WquHZnlmIcJosvUh2ay/view?usp=sharing",
    howpublished = "US Patent 20120016209 App. 13/113293"
}
3
Wolfberg AJ, Clifford GD, Ward J, Center TM, Inc. , E-Trolz , Inc. , Technology MI. Fetal ECG monitoring. 2011 September 30. US Patent App. 13249812. 
@misc{AdamJWolfberg_2011_09_30_FetalECG,
    author = "Wolfberg, Adam J and Clifford, Gari D and Ward, Jay and Center, Tufts Medical and Inc. and E-Trolz and Inc. and of Technology, Massachusetts Institute",
    title = "Fetal ECG monitoring",
    date = "2011-09-30",
    url = "https://drive.google.com/file/d/1sKFvp0ACEbLnJDFbL6SS1kCJCV\_9OIKQ/view?usp=sharing",
    howpublished = "US Patent App. 13249812"
}
2
Sameni R, Jutten C, Shamsollahi MB, Clifford GD. Noninvasive Extraction of Fetal Cardiac Signals from Maternal Abdominal Recordings. Unknown patent office. 2008 November 21. 
@misc{RezaSameni_2008_11_21_NoninvasiveExtraction,
    author = "Sameni, Reza and Jutten, Christian and Shamsollahi, Mohammad B and Clifford, Gari D",
    title = "Noninvasive Extraction of Fetal Cardiac Signals from Maternal Abdominal Recordings",
    date = "2008-11-21",
    url = "https://hal-lirmm.ccsd.cnrs.fr/GIPSA-SIGMAPHY/hal-00410655v1",
    howpublished = "Unknown patent office"
}
1
Clifford GD. Method and device for filtering, segmenting, compressing and classifying oscillatory signals. 2006 September 6. US Patent App. 11470506. 
@misc{GariDClifford_2006_09_06_Methodand,
    author = "Clifford, Gari D",
    title = "Method and device for filtering, segmenting, compressing and classifying oscillatory signals",
    date = "2006-09-06",
    url = "https://drive.google.com/file/d/199pFvz\_bdy1AZWSqYV5Gbo8VxE\_5u9P3/view?usp=sharing",
    howpublished = "US Patent App. 11470506"
}

Theses

2
Clifford GD. Signal Processing Methods For Heart Rate Variability Analysis. DPhil Thesis, 2002, Dept. of Engineering Science, St. Cross College, University of Oxford. 
@thesis{SignalProcessingMethods,
    author = "Clifford, Gari D.",
    title = "Signal Processing Methods For Heart Rate Variability Analysis",
    school = "Dept. of Engineering Science, St. Cross College, University of Oxford",
    type = "DPhil Thesis",
    year = "2002",
    url = "https://drive.google.com/open?id=1NEQclbCaYUQPwwRm1m1Fn7dCxWRi3HVm"
}
1
Clifford GD. Statistical Conformal Field Theory and Information Loss in the Renormalisation Group. Masters Thesis, 1995, University of Southampton. 
@thesis{StatisticalConformalFieldTheory,
    author = "Clifford, Gari D.",
    title = "Statistical Conformal Field Theory and Information Loss in the Renormalisation Group",
    school = "University of Southampton",
    type = "Masters Thesis",
    year = "1995"
}

Other

28
Tang W, Tran N, Katebi N, Sameni R, Clifford GD, Walker D, Horlali V, Taylor C, Galinsky R, Marzbanrad F. Advancing Fetal Surveillance with Physiological Sensing: Detecting Hypoxia in Fetal Sheep. 2024. 
@misc{WeitaoTang_2024_AdvancingFetal,
    author = "Tang, Weitao and Tran, Nhi and Katebi, Nasim and Sameni, Reza and Clifford, Gari D and Walker, David and Horlali, Vaishnavi and Taylor, Callum and Galinsky, Robert and Marzbanrad, Faezeh",
    title = "Advancing Fetal Surveillance with Physiological Sensing: Detecting Hypoxia in Fetal Sheep",
    date = "2024",
    url = "https://www.researchgate.net/profile/Faezeh-Marzbanrad-2/publication/386578968\_Advancing\_Fetal\_Surveillance\_with\_Physiological\_Sensing\_Detecting\_Hypoxia\_in\_Fetal\_Sheep/links/6757c55c10214e7cc4a857c3/Advancing-Fetal-Surveillance-with-Physiological-Sensing-Detecting-Hypoxia-in-Fetal-Sheep.pdf",
    note = "Publisher: Feb"
}
27
Wang X, Ma C, Zhang X, Gao H, Clifford GD, Liu C. Paroxysmal atrial fibrillation events detection from dynamic ECG recordings: The 4th China Physiological Signal Challenge 2021. 2021 June. 
@misc{XingyaoWang_2021_06_ParoxysmalAtrial,
    author = "Wang, Xingyao and Ma, Caiyun and Zhang, Xiangyu and Gao, Hongxiang and Clifford, Gari D and Liu, Chengyu",
    title = "Paroxysmal atrial fibrillation events detection from dynamic ECG recordings: The 4th China Physiological Signal Challenge 2021",
    date = "2021-06",
    url = "https://www.physionet.org/content/cpsc2021/1.0.0/Training\_set\_II/",
    number = "PhysioNet (version 1.0.0)"
}
26
Moody B, Moody G, Villarroel M, Clifford G, Silva I. Mimic-iii waveform database (version 1.0). 2020. 
@misc{BMoody_2020_Mimiciiiwaveform,
    author = "Moody, B and Moody, G and Villarroel, M and Clifford, GD and Silva, I",
    title = "Mimic-iii waveform database (version 1.0)",
    date = "2020",
    journal = "PhysioNet",
    url = "https://scholar.google.com/scholar?cluster=8054701620246985605\&hl=en\&oi=scholarr",
    volume = "3"
}
25
Clifford GD. From Wearables to Unwearables: Edge Computing for Health. 2018. 
@misc{GariDClifford_2018_FromWearables,
    author = "Clifford, Gari D",
    title = "From Wearables to Unwearables: Edge Computing for Health",
    date = "2018",
    url = "https://hip.emory.edu/\_includes/documents/sections/symposia/27/clifford.pdf",
    note = "Publisher: Tsinghua University"
}
24
Liu C, Lehman L, Moody B, Li Q, Clifford G. Focus on detection of arrhythmia and noise from cardiovascular data. 2018. 
@misc{ChengyuLiu_2018_Focuson,
    author = "Liu, Chengyu and Lehman, Li-wei and Moody, Benjamin and Li, Qiao and Clifford, GD",
    title = "Focus on detection of arrhythmia and noise from cardiovascular data",
    date = "2018",
    journal = "Physiological Measurement - Focus Collections",
    url = "https://drive.google.com/file/d/1\_1MO07xyO6FC9IhZG8Rg83n-ugQuSkoZ/view?usp=sharing"
}
23
Abbasi A, Li J, Clifford GD, Taylor HA. Make 'fairness by design' part of machine learning. 2018 August 1. 
@misc{AhmedAbbasi_2018_08_01_MakeFairness,
    author = "Abbasi, Ahmed and Li, Jingjing and Clifford, Gari D and Taylor, Herman A",
    title = "Make 'fairness by design' part of machine learning",
    date = "2018-08-01",
    url = "https://scholar.google.com/scholar?cluster=4776412726756249453\&hl=en\&oi=scholarr",
    pages = "https://hbr.org/2018/08/make-fairness-by",
    number = "https://hbr.org/2018/08/make-fairness-by"
}
22
Kumar SBA, Buchman T, Clifford GD, Nemati S, Li Q, Arar B, Stanley M, Holder A, Koppisetty V, Prajwal S. The team. 2018 July 17. 
@misc{ShriBHAnilKumar_2018_07_17_Theteam,
    author = "Kumar, Shri BH Anil and Buchman, Tim and Clifford, Gari D and Nemati, Shamim and Li, Qiao and Arar, Benjamin and Stanley, Matt and Holder, Andre and Koppisetty, Veera and Prajwal, Supreeth",
    title = "The team",
    date = "2018-07-17",
    url = "http://nidm.gov.in/pdf/trgreports/2018/july/17-18\_nidm.pdf"
}
21
Poian GD. Exploiting sparsity for efficient compression and analysis of ECG and fetal-ECG signals. 2017 March 23. 
@misc{GiuliaDaPoian_2017_03_23_Exploitingsparsity,
    author = "Poian, Giulia Da",
    title = "Exploiting sparsity for efficient compression and analysis of ECG and fetal-ECG signals",
    date = "2017-03-23",
    url = "https://air.uniud.it/retrieve/e27ce0c5-623c-055e-e053-6605fe0a7873/10990\_793\_dapoian\_phdthesis\_final.pdf",
    note = "Publisher: Universit{\`a} degli Studi di Udine"
}
20
Raghu ARA, Praveen DPD, Peiris D, Tarassenko L, Clifford G. Implications of cardiovascular disease risk assessment using the WHO/ISH risk prediction charts in rural India.. 2015 November 4. 
@misc{ArvindRaghuArvindRaghu_2015_11_04_Implicationsof,
    author = "Raghu, Arvind Raghu Arvind and Praveen, Devarsetty Praveen Devarsetty and Peiris, D and Tarassenko, L and Clifford, G",
    title = "Implications of cardiovascular disease risk assessment using the WHO/ISH risk prediction charts in rural India.",
    date = "2015-11-04",
    issue = "8",
    url = "https://www.cabidigitallibrary.org/doi/full/10.5555/20153375220",
    pages = "e0133618",
    volume = "10"
}
19
Zhu T, Dunkley N, Behar J, Clifton D, Clifford G, Pimentel M. The framework of the BCLA and its applications. 2015 May 27. 
@misc{TTZhu_2015_05_27_Theframework,
    author = "Zhu, TT and Dunkley, N and Behar, J and Clifton, DA and Clifford, GD and Pimentel, MAF",
    title = "The framework of the BCLA and its applications",
    date = "2015-05-27",
    url = "https://www.robots.ox.ac.uk/\textasciitilde davidc/pubs/tt2015\_ttz.pdf"
}
18
Jr GS, Erskine A, Clifford GD, Braunstein M, Simpson DR. US Healthcare: What's Broken & How to Fix It Symposium XIV. 2015 April 2. 
@misc{GlennSteeleJr_2015_04_02_USHealthcare,
    author = "Jr, Glenn Steele and Erskine, Alistair and Clifford, Gari D and Braunstein, Mark and Simpson, DNP Roy",
    title = "US Healthcare: What's Broken {\\&} How to Fix It Symposium XIV",
    date = "2015-04-02",
    url = "https://www.hip.emory.edu/\_includes/documents/sections/symposia/14/presentations-14.pdf"
}
17
Fischer S, Grifantini K, Clifford GD, Gederi E, Heneghan C, Hirshkowitz M, Jané R, Ward SLD, Amin R, Arens R, Chen Z, Davis S, Gutmark E, Superfine R, Wong B, Zdanski C, Khoo MC, Nayak KS, Fleck RJ, Nemati S, Orr J, Malhotra A, Tucker L. IEEEpULse. 2014 September. 
@misc{ShannonFischer_2014_09_IEEEpULse,
    author = "Fischer, Shannon and Grifantini, Kristina and Clifford, Gari D and Gederi, Elnaz and Heneghan, Conor and Hirshkowitz, Max and Jan{\'e}, Raimon and Ward, Sally L Davidson and Amin, Raouf and Arens, Raanan and Chen, Zhongping and Davis, Stephanie and Gutmark, Ephraim and Superfine, Richard and Wong, Brian and Zdanski, Carlton and Khoo, Michael CK and Nayak, Krishna S and Fleck, Robert J and Nemati, Shamim and Orr, Jeremy and Malhotra, Atul and Tucker, Lindsay",
    title = "IEEEpULse",
    date = "2014-09",
    url = "https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=\&arnumber=6908138"
}
16
Osipov M, Clifford GD. Towards automated symptoms assessment in mental health. 2014 August 14. 
@misc{MaximOsipov_2014_08_14_Towardsautomated,
    author = "Osipov, Maxim and Clifford, Gari D.",
    title = "Towards automated symptoms assessment in mental health",
    date = "2014-08-14",
    url = "https://arxiv.org/pdf/1908.06013.pdf"
}
15
Mayaud L, Tarassenko L, Clifford GD. Genetic Algorithm for feature selection: application to prediction of mortality during hypotensive episodes in patients with sepsis and severe sepsis. 2012 October 11. 
@misc{LouisMayaud_2012_10_11_GeneticAlgorithm,
    author = "Mayaud, Louis and Tarassenko, Lionel and Clifford, Gari D",
    title = "Genetic Algorithm for feature selection: application to prediction of mortality during hypotensive episodes in patients with sepsis and severe sepsis",
    date = "2012-10-11",
    url = "https://www.researchgate.net/profile/Louis-Mayaud/publication/258367418\_Description\_of\_Genetic\_Algortihm/data/00b4952812f1780701000000/GeneticAlgortihm.pdf"
}
14
Saeed M, Villarroel M, Reisner A, Clifford GD, Lehman L, Moody G, Heldt T, Kyaw T, Moody B, Mark R. MIMIC-II Clinical Database. 2011. 
@misc{MohammedSaeed_2011_MIMICIIClinical,
    author = "Saeed, Mohammed and Villarroel, Mauricio and Reisner, Andrew and Clifford, Gari D and Lehman, Li-wei and Moody, George and Heldt, Thomas and Kyaw, Tin and Moody, Benjamin and Mark, Roger",
    title = "MIMIC-II Clinical Database",
    date = "2011",
    issue = "6.0",
    journal = "Ethics",
    url = "https://physionet.org/content/mimic-ii/",
    volume = "2"
}
13
Kuan KL, Szolovits P, Clifford GD. A framework for automated heart and lung sound analysis using a mobile telemedicine platform. 2010. 
@misc{KatherineLKuan_2010_Aframework,
    author = "Kuan, Katherine L and Szolovits, P and Clifford, Gari D",
    title = "A framework for automated heart and lung sound analysis using a mobile telemedicine platform",
    date = "2010",
    url = "https://dspace.mit.edu/handle/1721.1/62658"
}
12
Clifford G, Scott D, Villarroel M. User guide and documentation for the MIMIC II database (version 2, release 1). 2010. 
@misc{GClifford_2010_Userguide,
    author = "Clifford, GD and Scott, D and Villarroel, Mauricio",
    title = "User guide and documentation for the MIMIC II database (version 2, release 1)",
    date = "2010",
    url = "https://archive.physionet.org/mimic2/UserGuide/UserGuide.pdf"
}
11
Clifford GD. The Emerging Role of Cellphones. 2008. 
@misc{GariClifford_2008_TheEmerging,
    author = "Clifford, Gari D",
    title = "The Emerging Role of Cellphones",
    date = "2008",
    url = "https://d1wqtxts1xzle7.cloudfront.net/30707561/lec14\_gari-libre.pdf?1391862610=\&response-content-disposition=inline\%3B+filename\%3DThe\_Emerging\_Role\_of\_Cellphones.pdf\&Expires=1708381861\&Signature=JfjTQA-aSgoQO4dysllSE\textasciitilde 5MkY0JHyLws6usD4VWkQc07C8VwHCAUUluqgf16jpZfkwv0qYwKXvP0w44XZ6beCj0es9I6V8voY\textasciitilde n67M7ZPmkG3h7N-uN9PKb9-9oZhE32Rlr\textasciitilde 8fGlR6QtyGllyu\textasciitilde 1kKRimrH8VghA\textasciitilde -\textasciitilde ENOOeqJvLJkmPyNCVa5N556PtfbOTas7i3LJehnh4sBQawhYyATviXb-FRFWajDrYF6dJW4NbAf0X-oKmygFqcahQdZUjYBJekCrvhskNE23nkOBDuIZVTmsk\textasciitilde 1bZtxBe4\textasciitilde -Ch69eBtSoKUAvJkqYPpdRkiMZlVCdJ6g7qg7RgsSlCwDEg\_\_\&Key-Pair-Id=APKAJLOHF5GGSLRBV4ZA"
}
10
Clifford G. Course materials for HST. 582J/6.555 J/16.456 J, biomedical signal and image processing. 2007. 
@misc{GDClifford_2007_Coursematerials,
    author = "Clifford, GD",
    title = "Course materials for HST. 582J/6.555 J/16.456 J, biomedical signal and image processing",
    date = "2007",
    url = "https://scholar.google.com/scholar?cluster=4552201191896152218\&hl=en\&oi=scholarr",
    note = "Publisher: MIT Open Course Ware (http://ocw. mit. edu)"
}
9
Clifford G, AF D, McSharry P. Advanced methods and tools for ECG data analysis. USA: Artech House. 2006. 
@misc{GClifford_2006_Advancedmethods,
    author = "Clifford, GD and AF, D and McSharry, P",
    title = "Advanced methods and tools for ECG data analysis. USA: Artech House",
    date = "2006",
    url = "https://scholar.google.com/scholar?cluster=16740231765372674101\&hl=en\&oi=scholarr",
    note = "Publisher: Inc"
}
8
Reisner AT, Clifford GD, Mark RG. The physiological basis of the electrocardiogram. 2006. 
@misc{AndrewTReisner_2006_Thephysiological,
    author = "Reisner, Andrew T and Clifford, Gari D and Mark, Roger G",
    title = "The physiological basis of the electrocardiogram",
    date = "2006",
    url = "http://onlineedu.cafa.edu.cn/moocresource/data/MIT2011/MIT2011036/contents/lecture-notes/ecg\_ch1.pdf",
    pages = "1-25",
    note = "Publisher: Artech House Publishers"
}
7
McSharry PE, Clifford GD. Nonlinear Filtering Techniques. 2006. 
@misc{PatrickEMcSharry_2006_NonlinearFiltering,
    author = "McSharry, Patrick E and Clifford, Gari D",
    title = "Nonlinear Filtering Techniques",
    date = "2006",
    url = "https://scholar.google.com/scholar?cluster=251149253548252423\&hl=en\&oi=scholarr",
    pages = "171-196",
    note = "Publisher: Artech House Publishers"
}
6
Clifford GD. Ectopic Beats, Activity Effects and Heart Rate Turbulence. 2006. 
@misc{GariDClifford_2006_EctopicBeats,
    author = "Clifford, Gari D.",
    title = "Ectopic Beats, Activity Effects and Heart Rate Turbulence",
    date = "2006"
}
5
Clifford GD. Review of "Biomedical Informatics; Computer Applications in Health Care and Biomedicine" by Shortliffe Edward H, Cimino James J. 2006 November 21. DOI: 10.1186/1475-925X-5-61. 
@misc{GariDClifford_2006_12_01_Reviewof,
    author = "Clifford, Gari D",
    title = {Review of {"}Biomedical Informatics; Computer Applications in Health Care and Biomedicine{"} by Shortliffe Edward H, Cimino James J},
    date = "2006-11-21",
    issue = "1",
    journal = "BioMedical Engineering OnLine",
    pages = "1-3",
    volume = "5",
    url = "https://drive.google.com/file/d/1LzA\_LAXMbf0F09EPN8WEZpOTr5zS-pDT/view?usp=sharing",
    doi = "10.1186/1475-925X-5-61",
    note = "Publisher: BioMed Central"
}
4
McSharry P, Clifford G. ECGSYN-a realistic ECG waveform generator. 2006 March. 
@misc{PEMcSharry_2006_03_ECGSYNarealistic,
    author = "McSharry, PE and Clifford, GD",
    title = "ECGSYN-a realistic ECG waveform generator",
    date = "2006-03",
    url = "https://scholar.google.com/scholar?cluster=1830149091360830882\&hl=en\&oi=scholarr",
    volume = "10"
}
3
Clifford GD. Blind source separation: principal & independent component analysis. 2005. 
@misc{GariDClifford_2005_01_BlindSource,
    author = "Clifford, Gari D",
    title = "Blind source separation: principal {\\&} independent component analysis",
    date = "2005",
    url = "https://citeseerx.ist.psu.edu/document?repid=rep1\&type=pdf\&doi=8981cd4f49c9ce1a138c990a88a9f5aab4fd9814",
    number = "MIT OpenCourseWare http://ocw.mit.edu"
}
2
Clifford G. Fetal & Maternal ECG Blind Source Separation Lab. 2005 April 7. 
@misc{GDClifford_2005_04_07_Fetal,
    author = "Clifford, GD",
    title = "Fetal {\\&} Maternal ECG Blind Source Separation Lab",
    date = "2005-04-07",
    url = "https://citeseerx.ist.psu.edu/document?repid=rep1\&type=pdf\&doi=a89a40c9d66dab5c9ed99443c122910f36afbf94",
    note = "Publisher: April"
}
1
Hinojosa C, Rooij SJ, Fani N, Ellis RA, Garrison-Desany HM, House SL, Beaudoin F, An X, Neylan TC, Clifford GD, Linnstaedt SD, Germine LT, Rauch SL, Haran JP, Storrow AB, Lewandowski C, Jr PIM, Hendry PL, Sheikh S, Jones CW, Punches BE, Hudak LA, Pascual JL, Seamon MS, Harris E, Pearson C, Peak DA, Merchant RC, Domeier RM, Rathlev NK, O'Neil BJ, Sanchez LD, Bruce SE, Harte SE, Koenen KC, Ressler KJ, McLean SA, Stevens J. The reciprocal relationship between posttraumatic stress disorder symptoms and alcohol use in a large multisite longitudinal sample stratified by sex: A random-intercept cross-lagged panel model. No Date. 
@misc{CeciliaHinojosa_UnknownDate_Thereciprocal,
    author = "Hinojosa, Cecilia and van Rooij, Sanne JH and Fani, Negar and Ellis, Robyn A and Garrison-Desany, Henri M and House, Stacey L and Beaudoin, Francesca and An, Xinming and Neylan, Thomas C and Clifford, Gari D and Linnstaedt, Sarah D and Germine, Laura T and Rauch, Scott L and Haran, John P and Storrow, Alan B and Lewandowski, Christopher and Jr, Paul I Musey and Hendry, Phyllis L and Sheikh, Sophia and Jones, Christopher W and Punches, Brittany E and Hudak, Lauren A and Pascual, Jose L and Seamon, Mark S and Harris, Erica and Pearson, Claire and Peak, David A and Merchant, Roland C and Domeier, Robert M and Rathlev, Niels K and O'Neil, Brian J and Sanchez, Leon D and Bruce, Steven E and Harte, Steven E and Koenen, Karestan C and Ressler, Kerry J and McLean, Samuel A and Stevens, Jennifer",
    title = "The reciprocal relationship between posttraumatic stress disorder symptoms and alcohol use in a large multisite longitudinal sample stratified by sex: A random-intercept cross-lagged panel model",
    date = "No Date",
    url = "https://osf.io/preprints/psyarxiv/q7taz",
    note = "Publisher: OSF"
}