Publications

• Automated phenotyping of mild cognitive impairment and Alzheimer's disease and related dementias using electronic health records.
  Int J Med Inform Volume: 200 Page(s): 105917
  08/01/2025 Authors: Wei R; Buss SS; Milde R; Fernandes M; Sumsion D; Davis E; Kong W-Y; Xiong Y; Veltink J; Rao S
• Sequential decreases in basolateral amygdala response to threat predict failure to recover from PTSD.
  Neuropsychopharmacology
  05/03/2025 Authors: Roeckner AR; Lin ER-H; Hinrichs R; Harnett NG; Lebois LAM; van Rooij SJH; Ely TD; Jovanovic T; Murty VP; Bruce SE
• Predicting seizure episodes and high-risk events in autism through adverse behavioral patterns.
  Physiol Meas Volume: 46
  04/28/2025 Authors: Kiarashi Y; Lantz J; Reyna MA; Anderson C; Rad AB; Foster J; Villavicencio T; Hamlin T; Clifford GD
• Identification of Patients With Congestive Heart Failure From the Electronic Health Records of Two Hospitals: Retrospective Study.
  JMIR Med Inform Volume: 13 Page(s): e64113
  04/10/2025 Authors: Sumsion D; Davis E; Fernandes M; Wei R; Milde R; Veltink JM; Kong W-Y; Xiong Y; Rao S; Westover T
• Longitudinal Associations Between Peritraumatic Oestradiol and Fear Responding in Women and Men.
  Stress Health Volume: 41 Page(s): e3522
  04/01/2025 Authors: Ellis RA; Webber TK; Noble NC; Linnstaedt SD; Hinrichs R; Wiltshire C; Reda MH; Davie W; House SL; Beaudoin FL
• Reward Neurocircuitry Predicts Longitudinal Changes in Alcohol Use Following Trauma Exposure.
  Volume: 10 Page(s): 314 - 323
  03/01/2025 Authors: Hinojosa CA; van Rooij SJH; Fani N; Ellis RA; Harnett NG; Lebois LAM; Ely TD; Jovanovic T; Murty VP; House SL
• Multi-level socioeconomic modifiers of the comorbidity of post-traumatic stress and tobacco, alcohol, and cannabis use: the importance of income.
  Soc Psychiatry Psychiatr Epidemiol
  02/07/2025 Authors: Garrison-Desany HM; Meyers JL; Linnstaedt SD; Koenen KC; House SL; Beaudoin FL; An X; Neylan TC; Clifford GD; Jovanovic T
• From motion to emotion: exploring challenging behaviors in autism spectrum disorder through analysis of wearable physiology and movement.
  Physiol Meas Volume: 13
  01/29/2025 Authors: Rad AB; Villavicencio T; Kiarashi Y; Anderson C; Foster J; Kwon H; Hamlin T; Lantz J; Clifford GD
• Predicting Seizures Episodes and High-Risk Events in Autism Through Adverse Behavioral Patterns.
  medRxiv
  01/13/2025 Authors: Kiarashi Y; Lantz J; Reyna MA; Anderson C; Rad AB; Foster J; Villavicencio T; Hamlin T; Clifford GD
• Identification of cardiac wall motion abnormalities in diverse populations by deep learning of the electrocardiogram.
  NPJ Digit Med Volume: 8 Page(s): 21
  01/11/2025 Authors: Rogers AJ; Bhatia NK; Bandyopadhyay S; Tooley J; Ansari R; Thakkar V; Xu J; Soto JT; Tung JS; Alhusseini MI
• Understanding Onset, Dynamic Transitions, and Associated Inequality Risk Factors for Adverse Posttraumatic Neuropsychiatric Sequelae After Trauma Exposure.
  Psychiatr Res Clin Pract Volume: 7 Page(s): 53 - 62
  01/01/2025 Authors: Lee C; House SL; Beaudoin FL; Neylan TC; Clifford GD; Linnstaedt SD; Germine LT; Rauch SL; Haran JP; Storrow AB
• Feasibility of assessing cognitive impairment via distributed camera network and privacy-preserving edge computing.
  Alzheimers Dement (Amst) Volume: 17 Page(s): e70085
  01/01/2025 Authors: Hegde C; Kiarashi Y; Levey AI; Rodriguez AD; Kwon H; Clifford GD
• Peritraumatic C-reactive protein levels predict pain outcomes following traumatic stress exposure in a sex-dependent manner.
  
  12/07/2024 Authors: McKibben LA; Layne MN; Albertorio-Sez LM; Zhao Y; Branham EM; House SL; Beaudoin FL; An X; Stevens JS; Neylan TC
• Early Prediction of Hypertensive Disorders of Pregnancy Using Machine Learning and Medical Records from the First and Second Trimesters.
  medRxiv
  12/03/2024 Authors: Mousavi SS; Tierney K; Robichaux C; Boulet SL; Franklin C; Chandrasekaran S; Sameni R; Clifford GD; Katebi N
• Promotion of Cardiovascular Health inAfrica: The Alliance for Medical Research in Africa (AMedRA) ExpertPanel.
  JACC Adv Volume: 3 Page(s): 101376
  12/01/2024 Authors: Ka MM; Gaye ND; Ahadzi D; Baker-Smith CM; Ndao SCT; Wambugu V; Singh G; Gueye K; Seck D; Dia K
• Heart rate variability wrist-wearable biomarkers identify adverse posttraumatic neuropsychiatric sequelae after traumatic stress exposure.
  Psychiatry Res Volume: 342 Page(s): 116260
  12/01/2024 Authors: Guichard L; An X; Neylan TC; Clifford GD; Li Q; Ji Y; Macchio L; Baker J; Beaudoin FL; Jovanovic T
• Off-Body Sleep Analysis for Predicting Adverse Behavior in Individuals With Autism Spectrum Disorder.
  IEEE J Biomed Health Inform Volume: 28 Page(s): 6886 - 6896
  11/01/2024 Authors: Kiarashi Y; B PS; Rad A; Reyna M; Anderson C; Foster J; Lantz J; Villavicencio T; Hamlin T; Clifford G
• Neighborhood Resources Associated With Psychological Trajectories and Neural Reactivity to Reward After Trauma.
  JAMA Psychiatry Volume: 81 Page(s): 1090 - 1100
  11/01/2024 Authors: Webb EK; Stevens JS; Ely TD; Lebois LAM; van Rooij SJH; Bruce SE; House SL; Beaudoin FL; An X; Neylan TC
• Electromechanical Dynamics of the Heart: A Study of Cardiac Hysteresis During Physical Stress Test
  
  10/25/2024 Authors: Karimi S; Karimi S; Shah AJ; Clifford GD; Sameni R
• Automated image transcription for perinatal blood pressure monitoring using mobile health technology.
  PLOS Digit Health Volume: 3 Page(s): e0000588
  10/01/2024 Authors: Katebi N; Bremer W; Nguyen T; Phan D; Jeff J; Armstrong K; Phabian-Millbrook P; Platner M; Carroll K; Shoai B
• 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
  09/25/2024 Authors: Reyna MA; Deepanshi; Weigle J; Koscova Z; Campbell K; Shivashankara KK; Saghafi S; Nikookar S; Motie-Shirazi M; Kiarashi Y
• ECG-Image-Database: A Dataset of ECG Images with Real-World Imaging and Scanning Artifacts; A Foundation for Computerized ECG Image Digitization and Analysis
  
  09/25/2024 Authors: Reyna MA; Deepanshi; Weigle J; Koscova Z; Campbell K; Shivashankara KK; Saghafi S; Nikookar S; Motie-Shirazi M; Kiarashi Y
• 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 Volume: 14 Page(s): e090503
  09/10/2024 Authors: Ramos E; Pil Palax I; Serech Cuxil E; Sebaquijay Iquic E; Can Ajqui A; Miller AC; Chandrasekeran S; Hall-Clifford R; Sameni R; Katebi N
• A Crowdsourced AI Framework for Atrial Fibrillation Detection in Apple Watch and Kardia Mobile ECGs.
  Sensors (Basel) Volume: 24
  09/02/2024 Authors: Bahrami Rad A; Kirsch M; Li Q; Xue J; Sameni R; Albert D; Clifford GD
• Probing the neurocardiac circuit in trauma and posttraumatic stress.
  J Psychiatr Res Volume: 176 Page(s): 173 - 181
  08/01/2024 Authors: Seligowski AV; Harnett NG; Ellis RA; Grasser LR; Hanif M; Wiltshire C; Ely TD; Lebois LAM; van Rooij SJH; House SL
• Sex-dependent differences in vulnerability to early risk factors for posttraumatic stress disorder: results from the AURORA study.
  Psychol Med Volume: 54 Page(s): 2876 - 2886
  08/01/2024 Authors: Haering S; Seligowski AV; Linnstaedt SD; Michopoulos V; House SL; Beaudoin FL; An X; Neylan TC; Clifford GD; Germine LT
• Evaluating and mitigating unfairness in multimodal remote mental health assessments.
  PLOS Digit Health Volume: 3 Page(s): e0000413
  07/01/2024 Authors: Jiang Z; Seyedi S; Griner E; Abbasi A; Rad AB; Kwon H; Cotes RO; Clifford GD
• Sex Differences in Response Inhibition-Related Neural Predictors of Posttraumatic Stress Disorder in Civilians With Recent Trauma.
  Biol Psychiatry Cogn Neurosci Neuroimaging Volume: 9 Page(s): 668 - 680
  07/01/2024 Authors: Borst B; Jovanovic T; House SL; Bruce SE; Harnett NG; Roeckner AR; Ely TD; Lebois LAM; Young D; Beaudoin FL
• Off-body Sleep Analysis for Predicting Adverse Behavior in Individuals with Autism Spectrum Disorder.
  medRxiv
  06/11/2024 Authors: Kiarashi Y; Suresha PB; Rad AB; Reyna MA; Anderson C; Foster J; Lantz J; Villavicencio T; Hamlin T; Clifford GD
• From Sleep Patterns to Heart Rhythms: Predicting Atrial Fibrillation from Overnight Polysomnograms.
  medRxiv
  06/04/2024 Authors: Koscova Z; Rad AB; Nasiri S; Reyna MA; Sameni R; Trotti LM; Sun H; Turley N; Stone KL; Thomas RJ
• Posttraumatic Stress Disorder and Obstructive Sleep Apnea in Twins.
  JAMA Netw Open Volume: 7 Page(s): e2416352
  06/03/2024 Authors: Shah AJ; Vaccarino V; Goldberg J; Huang M; Ko Y-A; Ma X; Levantsevych OM; Smith NL; Alagar N; Mousselli I
• Intensive longitudinal assessment following index trauma to predict development of PTSD using machine learning.
  J Anxiety Disord Volume: 104 Page(s): 102876
  06/01/2024 Authors: Horwitz A; McCarthy K; House SL; Beaudoin FL; An X; Neylan TC; Clifford GD; Linnstaedt SD; Germine LT; Rauch SL
• ECG-Image-Kit: a synthetic image generation toolbox to facilitate deep learning-based electrocardiogram digitization.
  Physiol Meas Volume: 45
  05/28/2024 Authors: Shivashankara KK; Deepanshi; Mehri Shervedani A; Clifford GD; Reyna MA; Sameni R
• An open-access simultaneous electrocardiogram and phonocardiogram database.
  Physiol Meas Volume: 45
  05/15/2024 Authors: Kazemnejad A; Karimi S; Gordany P; Clifford GD; Sameni R
• Physics-Informed Transfer Learning to Enhance Sleep Staging.
  IEEE Trans Biomed Eng Volume: 71 Page(s): 1599 - 1606
  05/01/2024 Authors: Waters SH; Clifford GD
• Learning From Alarms: A Robust Learning Approach for Accurate Photoplethysmography-Based Atrial Fibrillation Detection Using Eight Million Samples Labeled With Imprecise Arrhythmia Alarms.
  IEEE J Biomed Health Inform Volume: 28 Page(s): 2650 - 2661
  05/01/2024 Authors: Ding C; Guo Z; Rudin C; Xiao R; Shah A; Do DH; Lee RJ; Clifford G; Nahab FB; Hu X
• Disentangling sex differences in PTSD risk factors.
  Nat Ment Health Volume: 2 Page(s): 605 - 615
  05/01/2024 Authors: Haering S; Seligowski AV; Linnstaedt SD; Michopoulos V; House SL; Beaudoin FL; An X; Neylan TC; Clifford GD; Germine LT
• Benchmarking changepoint detection algorithms on cardiac time series
  
  04/16/2024 Authors: Cakmak A; Reinertsen E; Nemati S; Clifford GD
• Heart Rate Variability, Deceleration Capacity of Heart Rate, and Death: A Veteran Twins Study.
  J Am Heart Assoc Volume: 13 Page(s): e032740
  04/02/2024 Authors: Huang M; Shah AJ; Lampert R; Bliwise DL; Johnson DA; Clifford GD; Sloan R; Goldberg J; Ko Y-A; Da Poian G
• Disentangling Visual Exploration Differences in Cognitive Impairment.
  IEEE Trans Biomed Eng Volume: 71 Page(s): 1197 - 1208
  04/01/2024 Authors: Jiang Z; Seyedi S; Vickers KL; Manzanares CM; Lah JJ; Levey AI; Clifford GD
• Impedance cardiogram based exploration of cardiac mechanisms in post-traumatic stress disorder during trauma recall.
  Psychophysiology Volume: 61 Page(s): e14488
  04/01/2024 Authors: Sheikh S-AA; Shah AJ; Bremner JD; Vaccarino V; Inan OT; Clifford GD; Rad AB
• Brain dynamics reflecting an intra-network brain state is associated with increased posttraumatic stress symptoms in the early aftermath of trauma.
  
  03/08/2024 Authors: Sendi M; Fu Z; Harnett N; van Rooij S; Vergara V; Pizzagalli D; Daskalakis N; House S; Beaudoin F; An X
• A Survey on Blood Pressure Measurement Technologies: Addressing Potential Sources of Bias.
  Sensors (Basel) Volume: 24
  03/07/2024 Authors: Mousavi SS; Reyna MA; Clifford GD; Sameni R
• Multimodal Mental Health Digital Biomarker Analysis From Remote Interviews Using Facial, Vocal, Linguistic, and Cardiovascular Patterns.
  IEEE J Biomed Health Inform Volume: 28 Page(s): 1680 - 1691
  03/01/2024 Authors: Jiang Z; Seyedi S; Griner E; Abbasi A; Rad AB; Kwon H; Cotes RO; Clifford GD
• Using a standalone ear-EEG device for focal-onset seizure detection.
  Bioelectron Med Volume: 10 Page(s): 4
  02/07/2024 Authors: Joyner M; Hsu S-H; Martin S; Dwyer J; Chen DF; Sameni R; Waters SH; Borodin K; Clifford GD; Levey AI
• A Data-Driven Gaussian Process Filter for Electrocardiogram Denoising.
  ArXiv
  01/09/2024 Authors: Dumitru M; Li Q; Alday EAP; Rad AB; Clifford GD; Sameni R
• Post-traumatic stress and future substance use outcomes: leveraging antecedent factors to stratify risk.
  Front Psychiatry Volume: 15 Page(s): 1249382
  01/01/2024 Authors: Garrison-Desany HM; Meyers JL; Linnstaedt SD; House SL; Beaudoin FL; An X; Zeng D; Neylan TC; Clifford GD; Jovanovic T
• From sleep patterns to heart rhythm: Predicting atrial fibrillation from overnight polysomnograms.
  J Electrocardiol Volume: 86 Page(s): 153759
  01/01/2024 Authors: Koscova Z; Rad AB; Nasiri S; Reyna MA; Sameni R; Trotti LM; Sun H; Turley N; Stone KL; Thomas RJ
• Indoor Group Identification and Localization Using Privacy-Preserving Edge Computing Distributed Camera Network.
  IEEE J Indoor Seamless Position Navig Volume: 2 Page(s): 51 - 60
  01/01/2024 Authors: Hegde C; Kiarashi Y; Rodriguez AD; Levey AI; Doiron M; Kwon H; Clifford GD
• Associations of alcohol and cannabis use with change in posttraumatic stress disorder and depression symptoms over time in recently trauma-exposed individuals.
  Psychol Med Volume: 54 Page(s): 338 - 349
  01/01/2024 Authors: Hinojosa CA; Liew A; An X; Stevens JS; Basu A; van Rooij SJH; House SL; Beaudoin FL; Zeng D; Neylan TC
• Internal capsule microstructure mediates the relationship between childhood maltreatment and PTSD following adulthood trauma exposure.
  Mol Psychiatry Volume: 28 Page(s): 5140 - 5149
  12/01/2023 Authors: Wong SA; Lebois LAM; Ely TD; van Rooij SJH; Bruce SE; Murty VP; Jovanovic T; House SL; Beaudoin FL; An X
• A generalizable electrocardiogram-based artificial intelligence model for 10-year heart failure risk prediction.
  Cardiovasc Digit Health J Volume: 4 Page(s): 183 - 190
  12/01/2023 Authors: Butler L; Karabayir I; Kitzman DW; Alonso A; Tison GH; Chen LY; Chang PP; Clifford G; Soliman EZ; Akbilgic O
• The International Cardiac Arrest Research Consortium Electroencephalography Database.
  Crit Care Med Volume: 51 Page(s): 1802 - 1811
  12/01/2023 Authors: Amorim E; Zheng W-L; Ghassemi MM; Aghaeeaval M; Kandhare P; Karukonda V; Lee JW; Herman ST; Sivaraju A; Gaspard N
• Graph Trilateration for Indoor Localization in Sparsely Distributed Edge Computing Devices in Complex Environments Using Bluetooth Technology.
  Sensors (Basel) Volume: 23
  11/30/2023 Authors: Kiarashi Y; Saghafi S; Das B; Hegde C; Madala VSK; Nakum A; Singh R; Tweedy R; Doiron M; Rodriguez AD
• The 2023 wearable photoplethysmography roadmap.
  Physiol Meas Volume: 44
  11/29/2023 Authors: Charlton PH; Allen J; Bailn R; Baker S; Behar JA; Chen F; Clifford GD; Clifton DA; Davies HJ; Ding C
• Association between microbiome and the development of adverse posttraumatic neuropsychiatric sequelae after traumatic stress exposure.
  Transl Psychiatry Volume: 13 Page(s): 354
  11/18/2023 Authors: Zeamer AL; Salive M-C; An X; Beaudoin FL; House SL; Stevens JS; Zeng D; Neylan TC; Clifford GD; Linnstaedt SD
• Point-of-Care Real-Time Signal Quality for Fetal Doppler Ultrasound Using a Deep Learning Approach
  
  11/14/2023 Authors: Motie-Shirazi M; Sameni R; Rohloff P; Katebi N; Clifford GD
• Fairness as an afterthought: An American perspective on fairness in model developer-clinician user collaborations.
  PLOS Digit Health Volume: 2 Page(s): e0000386
  11/01/2023 Authors: Banja J; Gichoya JW; Martinez-Martin N; Waller LA; Clifford GD
• Using HIPAA (Health Insurance Portability and Accountability Act)-Compliant Transcription Services for Virtual Psychiatric Interviews: Pilot Comparison Study.
  JMIR Ment Health Volume: 10 Page(s): e48517
  10/31/2023 Authors: Seyedi S; Griner E; Corbin L; Jiang Z; Roberts K; Iacobelli L; Milloy A; Boazak M; Bahrami Rad A; Abbasi A
• Classifying Tremor Dominant and Postural Instability and Gait Difficulty Subtypes of Parkinson's Disease from Full-Body Kinematics.
  Sensors (Basel) Volume: 23
  10/09/2023 Authors: Gong NJ; Clifford GD; Esper CD; Factor SA; McKay JL; Kwon H
• Prior Sexual Trauma Exposure Impacts Posttraumatic Dysfunction and Neural Circuitry Following a Recent Traumatic Event in the AURORA Study.
  Biol Psychiatry Glob Open Sci Volume: 3 Page(s): 705 - 715
  10/01/2023 Authors: Rowland GE; Roeckner A; Ely TD; Lebois LAM; van Rooij SJH; Bruce SE; Jovanovic T; House SL; Beaudoin FL; An X
• Multimodal mental health assessment with remote interviews using facial, vocal, linguistic, and cardiovascular patterns.
  medRxiv
  09/12/2023 Authors: Jiang Z; Seyedi S; Griner E; Abbasi A; Bahrami Rad A; Kwon H; Cotes RO; Clifford GD
• Neighborhood Disadvantage and Neural Correlates of Threat and Reward Processing in Survivors of Recent Trauma.
  JAMA Netw Open Volume: 6 Page(s): e2334483
  09/05/2023 Authors: Webb EK; Ely TD; Rowland GE; Lebois LAM; van Rooij SJH; Bruce SE; Jovanovic T; House SL; Beaudoin FL; An X
• Heart murmur detection from phonocardiogram recordings: The George B. Moody PhysioNet Challenge 2022.
  PLOS Digit Health Volume: 2 Page(s): e0000324
  09/01/2023 Authors: Reyna MA; Kiarashi Y; Elola A; Oliveira J; Renna F; Gu A; Perez Alday EA; Sadr N; Sharma A; Kpodonu J
• The International Cardiac Arrest Research (I-CARE) Consortium Electroencephalography Database.
  medRxiv
  08/28/2023 Authors: Amorim E; Zheng W-L; Ghassemi MM; Aghaeeaval M; Kandhare P; Karukonda V; Lee JW; Herman ST; Sivaraju A; Gaspard N
• Beyond Heart Murmur Detection: Automatic Murmur Grading From Phonocardiogram.
  IEEE J Biomed Health Inform Volume: 27 Page(s): 3856 - 3866
  08/01/2023 Authors: Elola A; Aramendi E; Oliveira J; Renna F; Coimbra MT; Reyna MA; Sameni R; Clifford GD; Rad AB
• Combining crowd-sourcing, census data, and public review forums for real-time, high-resolution food desert estimation.
  Biomed Eng Online Volume: 22 Page(s): 69
  07/10/2023 Authors: Salari M; Kramer MR; Reyna MA; Taylor HA; Clifford GD
• ECG-Image-Kit: A Synthetic Image Generation Toolbox to Facilitate Deep Learning-Based Electrocardiogram Digitization
  
  07/04/2023 Authors: Shivashankara KK; Deepanshi; Shervedani AM; Clifford GD; Reyna MA; Sameni R
• Structural inequities contribute to racial/ethnic differences in neurophysiological tone, but not threat reactivity, after trauma exposure.
  Mol Psychiatry Volume: 28 Page(s): 2975 - 2984
  07/01/2023 Authors: Harnett NG; Fani N; Carter S; Sanchez LD; Rowland GE; Davie WM; Guzman C; Lebois LAM; Ely TD; van Rooij SJH
• ProductGraphSleepNet: Sleep staging using product spatio-temporal graph learning with attentive temporal aggregation.
  Neural Netw Volume: 164 Page(s): 667 - 680
  07/01/2023 Authors: Einizade A; Nasiri S; Sardouie SH; Clifford GD
• A Survey on Blood Pressure Measurement Technologies: Addressing Potential Sources of Bias
  
  06/14/2023 Authors: Mousavi SS; Reyna MA; Clifford GD; Sameni R
• Hierarchical Attentive Network for Gestational Age Estimation in Low-Resource Settings.
  IEEE J Biomed Health Inform Volume: 27 Page(s): 2501 - 2511
  05/01/2023 Authors: Katebi N; Sameni R; Rohloff P; Clifford GD
• Integrating multimodal information in machine learning for classifying acute myocardial infarction.
  Physiol Meas Volume: 44
  04/18/2023 Authors: Xiao R; Ding C; Hu X; Clifford GD; Wright DW; Shah AJ; Al-Zaiti S; Zgre-Hemsey JK
• Association between PTSD and Impedance Cardiogram-based contractility metrics during trauma recall: A controlled twin study.
  Psychophysiology Volume: 60 Page(s): e14197
  03/01/2023 Authors: Sheikh S-AA; Perez Alday EA; Rad AB; Levantsevych O; Alkhalaf M; Soudan M; Abdulbaki R; Haffar A; Smith NL; Goldberg J
• Derivation and Validation of a Brief Emergency Department-Based Prediction Tool for Posttraumatic Stress After Motor Vehicle Collision.
  Ann Emerg Med Volume: 81 Page(s): 249 - 261
  03/01/2023 Authors: Jones CW; An X; Ji Y; Liu M; Zeng D; House SL; Beaudoin FL; Stevens JS; Neylan TC; Clifford GD
• Utility of Wrist-Wearable Data for Assessing Pain, Sleep, and Anxiety Outcomes After Traumatic Stress Exposure.
  JAMA Psychiatry Volume: 80 Page(s): 220 - 229
  03/01/2023 Authors: Straus LD; An X; Ji Y; McLean SA; Neylan TC; AURORA Study Group; Cakmak AS; Richards A; Clifford GD; Liu M
• An Explainable Spatial-Temporal Graphical Convolutional Network to Score Freezing of Gait in Parkinsonian Patients.
  Sensors (Basel) Volume: 23
  02/04/2023 Authors: Kwon H; Clifford GD; Genias I; Bernhard D; Esper CD; Factor SA; McKay JL
• Association of Autonomic Activation with traumatic reminder challenges in posttraumatic stress disorder: A co-twin control study.
  Psychophysiology Volume: 60 Page(s): e14167
  02/01/2023 Authors: Perez Alday EA; Da Poian G; Levantsevych O; Murrah N; Shallenberger L; Alkhalaf M; Haffar A; Kaseer B; Ko Y-A; Goldberg J
• An explainable spatial-temporal graphical convolutional network to score freezing of gait in parkinsonian patients.
  medRxiv
  01/18/2023 Authors: Kwon H; Clifford GD; Genias I; Bernhard D; Esper CD; Factor SA; McKay JL
• Childhood adversities and risk of posttraumatic stress disorder and major depression following a motor vehicle collision in adulthood.
  Epidemiol Psychiatr Sci Volume: 32 Page(s): e1
  01/10/2023 Authors: Ziobrowski HN; Holt-Gosselin B; Petukhova MV; King AJ; Lee S; House SL; Beaudoin FL; An X; Stevens JS; Zeng D
• Use of serial smartphone-based assessments to characterize diverse neuropsychiatric symptom trajectories in a large trauma survivor cohort.
  Transl Psychiatry Volume: 13 Page(s): 4
  01/07/2023 Authors: Beaudoin FL; An X; Basu A; Ji Y; Liu M; Kessler RC; Doughtery RF; Zeng D; Bollen KA; House SL
• Rett syndrome severity estimation with the BioStamp nPoint using interactions between heart rate variability and body movement.
  PLoS One Volume: 18 Page(s): e0266351
  01/01/2023 Authors: Suresha PB; O'Leary H; Tarquinio DC; Von Hehn J; Clifford GD
• Anxiety sensitivity as a transdiagnostic risk factor for trajectories of adverse posttraumatic neuropsychiatric sequelae in the AURORA study.
  J Psychiatr Res Volume: 156 Page(s): 45 - 54
  12/01/2022 Authors: Short NA; van Rooij SJH; Murty VP; Stevens JS; An X; Ji Y; McLean SA; House SL; Beaudoin FL; Zeng D
• Data-driven approach for automatic detection of aortic valve opening: B point detection from impedance cardiogram.
  Psychophysiology Volume: 59 Page(s): e14128
  12/01/2022 Authors: Sheikh S-AA; Gurel NZ; Gupta S; Chukwu IV; Levantsevych O; Alkhalaf M; Soudan M; Abdulbaki R; Haffar A; Vaccarino V
• Learning From Alarms: A Robust Learning Approach for Accurate Photoplethysmography-Based Atrial Fibrillation Detection using Eight Million Samples Labeled with Imprecise Arrhythmia Alarms
  
  11/07/2022 Authors: Ding C; Guo Z; Rudin C; Xiao R; Shah A; Do DH; Lee RJ; Clifford G; Nahab FB; Hu X
• An investigation of privacy preservation in deep learning-based eye-tracking.
  Biomed Eng Online Volume: 21 Page(s): 67
  09/13/2022 Authors: Seyedi S; Jiang Z; Levey A; Clifford GD
• Comparison of deep transfer learning algorithms and transferability measures for wearable sleep staging.
  Biomed Eng Online Volume: 21 Page(s): 66
  09/12/2022 Authors: Waters SH; Clifford GD
• The temporal relationships between sleep disturbance and autonomic dysregulation: A co-twin control study.
  Int J Cardiol Volume: 362 Page(s): 176 - 182
  09/01/2022 Authors: Huang M; Bliwise DL; Shah A; Johnson DA; Clifford GD; Hall MH; Krafty RT; Goldberg J; Sloan R; Ko Y-A
• Persistent Dissociation and Its Neural Correlates in Predicting Outcomes After Trauma Exposure.
  Am J Psychiatry Volume: 179 Page(s): 661 - 672
  09/01/2022 Authors: Lebois LAM; Harnett NG; van Rooij SJH; Ely TD; Jovanovic T; Bruce SE; House SL; Ravichandran C; Dumornay NM; Finegold KE
• Issues in the automated classification of multilead ecgs using heterogeneous labels and populations.
  Physiol Meas Volume: 43
  08/26/2022 Authors: Reyna MA; Sadr N; Perez Alday EA; Gu A; Shah AJ; Robichaux C; Bahrami Rad A; Elola A; Seyedi S; Ansari S
• Contingent Amygdala Inputs Trigger Heterosynaptic LTP at Hippocampus-To-Accumbens Synapses.
  J Neurosci Volume: 42 Page(s): 6581 - 6592
  08/24/2022 Authors: Yu J; Sesack SR; Huang Y; Schlter OM; Grace AA; Dong Y
• Passively Captured Interpersonal Social Interactions and Motion From Smartphones for Predicting Decompensation in Heart Failure: Observational Cohort Study.
  JMIR Form Res Volume: 6 Page(s): e36972
  08/24/2022 Authors: Cakmak AS; Perez Alday EA; Densen S; Najarro G; Rout P; Rozell CJ; Inan OT; Shah AJ; Clifford GD
• Hippocampal Threat Reactivity Interacts with Physiological Arousal to Predict PTSD Symptoms.
  J Neurosci Volume: 42 Page(s): 6593 - 6604
  08/24/2022 Authors: Tanriverdi B; Gregory DF; Olino TM; Ely TD; Harnett NG; van Rooij SJH; Lebois LAM; Seligowski AV; Jovanovic T; Ressler KJ
• Structural covariance of the ventral visual stream predicts posttraumatic intrusion and nightmare symptoms: a multivariate data fusion analysis.
  Transl Psychiatry Volume: 12 Page(s): 321
  08/08/2022 Authors: Harnett NG; Finegold KE; Lebois LAM; van Rooij SJH; Ely TD; Murty VP; Jovanovic T; Bruce SE; House SL; Beaudoin FL
• Rethinking Algorithm Performance Metrics for Artificial Intelligence in Diagnostic Medicine.
  JAMA Volume: 328 Page(s): 329 - 330
  07/26/2022 Authors: Reyna MA; Nsoesie EO; Clifford GD
• Multimodal Assessment of Schizophrenia and Depression Utilizing Video, Acoustic, Locomotor, Electroencephalographic, and Heart Rate Technology: Protocol for an Observational Study.
  JMIR Res Protoc Volume: 11 Page(s): e36417
  07/13/2022 Authors: Cotes RO; Boazak M; Griner E; Jiang Z; Kim B; Bremer W; Seyedi S; Bahrami Rad A; Clifford GD
• Exploring novel algorithms for atrial fibrillation detection by driving graduate level education in medical machine learning.
  Physiol Meas Volume: 43
  07/07/2022 Authors: Rohr M; Reich C; Hhl A; Lilienthal T; Dege T; Plesinger F; Bulkova V; Clifford G; Reyna M; Hoog Antink C
• Validation of a new impedance cardiography analysis algorithm for clinical classification of stress states.
  Psychophysiology Volume: 59 Page(s): e14013
  07/01/2022 Authors: Sheikh S-AA; Gurel NZ; Gupta S; Chukwu IV; Levantsevych O; Alkhalaf M; Soudan M; Abdulbaki R; Haffar A; Clifford GD
• Time of trauma prospectively affects PTSD symptom severity: The impact of circadian rhythms and cortisol.
  Psychoneuroendocrinology Volume: 141 Page(s): 105729
  07/01/2022 Authors: Sterina E; Michopoulos V; Linnstaedt SD; Neylan TC; Clifford GD; Ethun KF; Lori A; Wingo AP; Rothbaum BO; Ressler KJ
• Socio-demographic and trauma-related predictors of depression within eight weeks of motor vehicle collision in the AURORA study.
  Psychol Med Volume: 52 Page(s): 1934 - 1947
  07/01/2022 Authors: Joormann J; McLean SA; Beaudoin FL; An X; Stevens JS; Zeng D; Neylan TC; Clifford G; Linnstaedt SD; Germine LT
• The CirCor DigiScope Dataset: From Murmur Detection to Murmur Classification.
  IEEE J Biomed Health Inform Volume: 26 Page(s): 2524 - 2535
  06/01/2022 Authors: Oliveira J; Renna F; Costa PD; Nogueira M; Oliveira C; Ferreira C; Jorge A; Mattos S; Hatem T; Tavares T
• An Edge Computing and Ambient Data Capture System for Clinical and Home Environments.
  Sensors (Basel) Volume: 22
  03/25/2022 Authors: Suresha PB; Hegde C; Jiang Z; Clifford GD
• A Wearable Multimodal Sensing System for Tracking Changes in Pulmonary Fluid Status, Lung Sounds, and Respiratory Markers.
  Sensors (Basel) Volume: 22
  02/02/2022 Authors: Sanchez-Perez JA; Berkebile JA; Nevius BN; Ozmen GC; Nichols CJ; Ganti VG; Mabrouk SA; Clifford GD; Kamaleswaran R; Wright DW
• 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 Volume: 24 Page(s): 313 - 330
  02/02/2022 Authors: de Groot NMS; Shah D; Boyle PM; Anter E; Clifford GD; Deisenhofer I; Deneke T; van Dessel P; Doessel O; Dilaveris P
• Modeling Social Distancing and Quantifying Epidemic Disease Exposure in a Built Environment.
  IEEE J Sel Top Signal Process Volume: 16 Page(s): 289 - 299
  02/01/2022 Authors: Hegde C; Rad AB; Sameni R; Clifford GD
• Neurocognition after motor vehicle collision and adverse post-traumatic neuropsychiatric sequelae within 8 weeks: Initial findings from the AURORA study.
  J Affect Disord Volume: 298 Page(s): 57 - 67
  02/01/2022 Authors: Germine LT; Joormann J; Passell E; Rutter LA; Scheuer L; Martini P; Hwang I; Lee S; Sampson N; Barch DM
• Raspberry Pi-Based Data Archival System for Electroencephalogram Signals From the SedLine Root Device.
  Anesth Analg Volume: 134 Page(s): 380 - 388
  02/01/2022 Authors: Suresha PB; Robichaux CJ; Cassim TZ; Garca PS; Clifford GD
• 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 Form Res Volume: 6 Page(s): e25444
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• Age, sex and race bias in automated arrhythmia detectors.
  J Electrocardiol Volume: 74 Page(s): 5 - 9
  01/01/2022 Authors: Perez Alday EA; Rad AB; Reyna MA; Sadr N; Gu A; Li Q; Dumitru M; Xue J; Albert D; Sameni R
• Predicting at-risk opioid use three months after ed visit for trauma: Results from the AURORA study.
  PLoS One Volume: 17 Page(s): e0273378
  01/01/2022 Authors: Punches BE; Stolz U; Freiermuth CE; Ancona RM; McLean SA; House SL; Beaudoin FL; An X; Stevens JS; Zeng D
• Utilizing computer vision for facial behavior analysis in schizophrenia studies: A systematic review.
  PLoS One Volume: 17 Page(s): e0266828
  01/01/2022 Authors: Jiang Z; Luskus M; Seyedi S; Griner EL; Rad AB; Clifford GD; Boazak M; Cotes RO
• Automated analysis of facial emotions in subjects with cognitive impairment.
  PLoS One Volume: 17 Page(s): e0262527
  01/01/2022 Authors: Jiang Z; Seyedi S; Haque RU; Pongos AL; Vickers KL; Manzanares CM; Lah JJ; Levey AI; Clifford GD
• 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 Anxiety Volume: 39 Page(s): 56 - 70
  01/01/2022 Authors: Joormann J; Ziobrowski HN; King AJ; Gildea SM; Lee S; Sampson NA; House SL; Beaudoin FL; An X; Stevens JS
• Mythological Medical Machine Learning: Boosting the Performance of a Deep Learning Medical Data Classifier Using Realistic Physiological Models
  
  12/28/2021 Authors: Sadiq I; Perez-Alday EA; Shah AJ; Rad AB; Sameni R; Clifford GD
• HRnV-Calc: A software package for heart rate n-variability and heart rate variability analysis
  
  11/18/2021 Authors: Niu C; Guo D; Ong MEH; Koh ZX; Ho AFW; Lin Z; Liu C; Clifford GD; Liu N
• A prospective examination of sex differences in posttraumatic autonomic functioning.
  Neurobiol Stress Volume: 15 Page(s): 100384
  11/01/2021 Authors: Seligowski AV; Steuber ER; Hinrichs R; Reda MH; Wiltshire CN; Wanna CP; Winters SJ; Phillips KA; House SL; Beaudoin FL
• Brain-Based Biotypes of Psychiatric Vulnerability in the Acute Aftermath of Trauma.
  Am J Psychiatry Volume: 178 Page(s): 1037 - 1049
  11/01/2021 Authors: Stevens JS; Harnett NG; Lebois LAM; van Rooij SJH; Ely TD; Roeckner A; Vincent N; Beaudoin FL; An X; Zeng D
• Development and Validation of a Model to Predict Posttraumatic Stress Disorder and Major Depression After a Motor Vehicle Collision.
  JAMA Psychiatry Volume: 78 Page(s): 1228 - 1237
  11/01/2021 Authors: Ziobrowski HN; Kennedy CJ; Ustun B; House SL; Beaudoin FL; An X; Zeng D; Bollen KA; Petukhova M; Sampson NA
• Thalamic volume and fear extinction interact to predict acute posttraumatic stress severity.
  J Psychiatr Res Volume: 141 Page(s): 325 - 332
  09/01/2021 Authors: Steuber ER; Seligowski AV; Roeckner AR; Reda M; Lebois LAM; van Rooij SJH; Murty VP; Ely TD; Bruce SE; House SL
• 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 J Biomed Health Inform Volume: 25 Page(s): 2866 - 2876
  08/01/2021 Authors: Cakmak AS; Alday EAP; Da Poian G; Rad AB; Metzler TJ; Neylan TC; House SL; Beaudoin FL; An X; Stevens JS
• Boosting automated sleep staging performance in big datasets using population subgrouping.
  Sleep Volume: 44
  07/09/2021 Authors: Nasiri S; Clifford GD
• 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 Glob Health Volume: 6
  07/01/2021 Authors: Schierhout G; Praveen D; Patel B; Li Q; Mogulluru K; Ameer MA; Patel A; Clifford GD; Joshi R; Heritier S
• Correction: The AURORA Study: a longitudinal, multimodal library of brain biology and function after traumatic stress exposure.
  Mol Psychiatry Volume: 26 Page(s): 3658
  07/01/2021 Authors: McLean SA; Ressler K; Koenen KC; Neylan T; Germine L; Jovanovic T; Clifford GD; Zeng D; An X; Linnstaedt S
• Prognostic neuroimaging biomarkers of trauma-related psychopathology: resting-state fMRI shortly after trauma predicts future PTSD and depression symptoms in the AURORA study.
  Neuropsychopharmacology Volume: 46 Page(s): 1263 - 1271
  06/01/2021 Authors: Harnett NG; van Rooij SJH; Ely TD; Lebois LAM; Murty VP; Jovanovic T; Hill SB; Dumornay NM; Merker JB; Bruce SE
• Transfer learning from ECG to PPG for improved sleep staging from wrist-worn wearables.
  Physiol Meas Volume: 42
  05/13/2021 Authors: Li Q; Li Q; Cakmak AS; Da Poian G; Bliwise DL; Vaccarino V; Shah AJ; Clifford GD
• Predicting presumed serious infection among hospitalized children on central venous lines with machine learning.
  Comput Biol Med Volume: 132 Page(s): 104289
  05/01/2021 Authors: Tabaie A; Orenstein EW; Nemati S; Basu RK; Kandaswamy S; Clifford GD; Kamaleswaran R
• Pain after a motor vehicle crash: The role of socio-demographics, crash characteristics and peri-traumatic stress symptoms.
  Eur J Pain Volume: 25 Page(s): 1119 - 1136
  05/01/2021 Authors: Beaudoin FL; Kessler RC; Hwang I; Lee S; Sampson NA; An X; Ressler KJ; Koenen KC; McLean SA; AURORA Study Group
• Prior sleep problems and adverse post-traumatic neuropsychiatric sequelae of motor vehicle collision in the AURORA study.
  Sleep Volume: 44
  03/12/2021 Authors: Neylan TC; Kessler RC; Ressler KJ; Clifford G; Beaudoin FL; An X; Stevens JS; Zeng D; Linnstaedt SD; Germine LT
• The National COVID Cohort Collaborative (N3C): Rationale, design, infrastructure, and deployment.
  J Am Med Inform Assoc Volume: 28 Page(s): 427 - 443
  03/01/2021 Authors: Haendel MA; Chute CG; Bennett TD; Eichmann DA; Guinney J; Kibbe WA; Payne PRO; Pfaff ER; Robinson PN; Saltz JH
• Breathing rate and heart rate as confounding factors in measuring T wave alternans and morphological variability in ECG.
  Physiol Meas Volume: 42 Page(s): 015002
  02/06/2021 Authors: Sadiq I; Perez-Alday EA; Shah AJ; Clifford GD
• Temporal-Framing Adaptive Network for Heart Sound Segmentation Without Prior Knowledge of State Duration.
  IEEE Trans Biomed Eng Volume: 68 Page(s): 650 - 663
  02/01/2021 Authors: Wang X; Liu C; Li Y; Cheng X; Li J; Clifford GD
• Classifying Major Depressive Disorder and Response to Deep Brain Stimulation Over Time by Analyzing Facial Expressions.
  IEEE Trans Biomed Eng Volume: 68 Page(s): 664 - 672
  02/01/2021 Authors: Jiang Z; Harati S; Crowell A; Mayberg HS; Nemati S; Clifford GD
• Editorial on Remote Health Monitoring: from chronic diseases to pandemics.
  Physiol Meas Volume: 41 Page(s): 100401
  01/04/2021 Authors: Behar JA; Liu C; Zigel Y; Laguna P; Clifford GD
• Classification of 12-lead ECGs: the PhysioNet/Computing in Cardiology Challenge 2020.
  Physiol Meas Volume: 41 Page(s): 124003
  01/01/2021 Authors: Perez Alday EA; Gu A; J Shah A; Robichaux C; Ian Wong A-K; Liu C; Liu F; Bahrami Rad A; Elola A; Seyedi S
• Deep Convolutional Neural Networks and Transfer Learning for Measuring Cognitive Impairment Using Eye-Tracking in a Distributed Tablet-Based Environment.
  IEEE Trans Biomed Eng Volume: 68 Page(s): 11 - 18
  01/01/2021 Authors: Haque RU; Pongos AL; Manzanares CM; Lah JJ; Levey AI; Clifford GD
• CNN-Based LCD Transcription of Blood Pressure From a Mobile Phone Camera.
  Front Artif Intell Volume: 4 Page(s): 543176
  01/01/2021 Authors: Kulkarni SS; Katebi N; Valderrama CE; Rohloff P; Clifford GD
• 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 Volume: 16 Page(s): e0257056
  01/01/2021 Authors: Singhal L; Garg Y; Yang P; Tabaie A; Wong AI; Mohammed A; Chinthala L; Kadaria D; Sodhi A; Holder AL
• Deep Learning Model to Predict Serious Infection Among Children With Central Venous Lines.
  Front Pediatr Volume: 9 Page(s): 726870
  01/01/2021 Authors: Tabaie A; Orenstein EW; Nemati S; Basu RK; Clifford GD; Kamaleswaran R
• Atrial fibrillation detection in outpatient electrocardiogram monitoring: An algorithmic crowdsourcing approach.
  PLoS One Volume: 16 Page(s): e0259916
  01/01/2021 Authors: Bahrami Rad A; Galloway C; Treiman D; Xue J; Li Q; Sameni R; Albert D; 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
  
  12/20/2020 Authors: Reyna MA; Clifford GD
• A review of fetal cardiac monitoring, with a focus on low- and middle-income countries.
  Physiol Meas Volume: 41 Page(s): 11TR01
  12/18/2020 Authors: Valderrama CE; Ketabi N; Marzbanrad F; Rohloff P; Clifford GD
• Deep Sequence Learning for Accurate Gestational Age Estimation from a $\$$25 Doppler Device
  
  11/24/2020 Authors: Katebi N; Sameni R; Clifford GD
• Machine Learning of the Electrocardiogram to Detect Regional Structural Abnormalities of the Heart
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  11/17/2020 Authors: Rogers AJ; Tooley J; Thakkar V; Torres J; Xu J; Bhatia NK; Tung J; Alhusseini M; Baykaner T; Clifford G
• Using Convolutional Variational Autoencoders to Predict Post-Trauma Health Outcomes from Actigraphy Data
  
  11/14/2020 Authors: Cakmak AS; Thigpen N; Honke G; Alday EP; Rad AB; Adaimi R; Chang CJ; Li Q; Gupta P; Neylan T
• Remote health diagnosis and monitoring in the time of COVID-19.
  Physiol Meas Volume: 41 Page(s): 10TR01
  11/10/2020 Authors: Behar JA; Liu C; Kotzen K; Tsutsui K; Corino VDA; Singh J; Pimentel MAF; Warrick P; Zaunseder S; Andreotti F
• Deep neural network trained on surface ECG improves diagnostic accuracy of prior myocardial infarction over Q wave analysis
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  11/01/2020 Authors: Rogers A; Tung JS; Tooley J; Bhatia NK; Kang G; Alhusseini M; Baykaner T; Wang PJ; Perez M; Clifford G
• Comparing machine learning approaches to identify myocardial scar from the ECG
  Volume: 41 Page(s): 2048 - 2048
  11/01/2020 Authors: Tung J; Rogers AJ; Ravi N; Bhatia NK; Shah RL; Purewal SK; Baykaner T; Rappel WJ; Viswanathan MN; Brodt CR
• Unsupervised hidden semi-Markov model for automatic beat onset detection in 1D Doppler ultrasound.
  Physiol Meas Volume: 41 Page(s): 085007
  09/18/2020 Authors: Katebi N; Marzbanrad F; Stroux L; Valderrama CE; Clifford GD
• An unbiased, efficient sleep-wake detection algorithm for a population with sleep disorders: change point decoder.
  Sleep Volume: 43
  08/12/2020 Authors: Cakmak AS; Da Poian G; Willats A; Haffar A; Abdulbaki R; Ko Y-A; Shah AJ; Vaccarino V; Bliwise DL; Rozell C
• An open-source automated algorithm for removal of noisy beats for accurate impedance cardiogram analysis.
  Physiol Meas Volume: 41 Page(s): 075002
  08/11/2020 Authors: Ali Sheikh S-A; Shah A; Levantsevych O; Soudan M; Alkhalaf J; Bahrami Rad A; Inan OT; Clifford GD
• The Future AI in Healthcare: A Tsunami of False Alarms or a Product of Experts?
  
  07/20/2020 Authors: Clifford GD
• Preventing Cardiovascular Disease Among Urban African Americans With a Mobile Health App (the MOYO App): Protocol for a Usability Study.
  JMIR Res Protoc Volume: 9 Page(s): e16699
  07/09/2020 Authors: Taylor HA; Francis S; Evans CR; Harvey M; Newton BA; Jones CP; Akintobi TH; Clifford G
• Using pulse oximetry waveforms to detect coarctation of the aorta.
  Biomed Eng Online Volume: 19 Page(s): 31
  05/14/2020 Authors: Sorensen MW; Sadiq I; Clifford GD; Maher KO; Oster ME
• Supervised and unsupervised machine learning for automated scoring of sleep-wake and cataplexy in a mouse model of narcolepsy.
  Sleep Volume: 43
  05/12/2020 Authors: Exarchos I; Rogers AA; Aiani LM; Gross RE; Clifford GD; Pedersen NP; Willie JT
• Detecting heart failure using wearables: a pilot study.
  Physiol Meas Volume: 41 Page(s): 044001
  05/04/2020 Authors: Shah AJ; Isakadze N; Levantsevych O; Vest A; Clifford G; Nemati S
• Estimating birth weight from observed postnatal weights in a Guatemalan highland community.
  Physiol Meas Volume: 41 Page(s): 025008
  03/06/2020 Authors: Valderrama CE; Marzbanrad F; Juarez M; Hall-Clifford R; Rohloff P; Clifford GD
• The AURORA Study: a longitudinal, multimodal library of brain biology and function after traumatic stress exposure.
  Mol Psychiatry Volume: 25 Page(s): 283 - 296
  02/01/2020 Authors: McLean SA; Ressler K; Koenen KC; Neylan T; Germine L; Jovanovic T; Clifford GD; Zeng D; An X; Linnstaedt S
• Early Prediction of Sepsis From Clinical Data: The PhysioNet/Computing in Cardiology Challenge 2019.
  Crit Care Med Volume: 48 Page(s): 210 - 217
  02/01/2020 Authors: Reyna MA; Josef CS; Jeter R; Shashikumar SP; Westover MB; Nemati S; Clifford GD; Sharma A
• Use of a wearable device to assess sleep and motor function in Duchenne muscular dystrophy.
  Muscle Nerve Volume: 61 Page(s): 198 - 204
  02/01/2020 Authors: Siegel BI; Cakmak A; Reinertsen E; Benoit M; Figueroa J; Clifford GD; Phan HC
• A Proxy for Detecting IUGR Based on Gestational Age Estimation in a Guatemalan Rural Population.
  Front Artif Intell Volume: 3 Page(s): 56
  01/01/2020 Authors: Valderrama CE; Marzbanrad F; Hall-Clifford R; Rohloff P; Clifford GD
• Early Prediction of Sepsis From Clinical Data: The PhysioNet/Computing in Cardiology Challenge 2019.
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• Passive Smartphone Actigraphy Data Predicts Heart Failure Decompensation
  Volume: 140
  11/19/2019 Authors: Cakmak AS; Lanier HJ; Reinertsen E; Harzand A; Zafari AM; Hammoud MA; Alrohaibani A; Wakwe C; Appeadu M; Clifford GD
• Investigating barriers and facilitators to facility-level births in rural Guatemala.
  Int J Gynaecol Obstet Volume: 146 Page(s): 386 - 387
  09/01/2019 Authors: Juarez M; Martinez B; Hall-Clifford R; Clifford G; Rohloff P
• Wearables and mHealth in mental health and neurological disorders.
  Physiol Meas Volume: 40 Page(s): 070401
  08/02/2019 Authors: Behar JA; Oster J; De Vos M; Clifford GD
• A low-complexity photoplethysmographic systolic peak detector for compressed sensed data.
  Physiol Meas Volume: 40 Page(s): 065007
  07/01/2019 Authors: Da Poian G; Letizia NA; Rinaldo R; Clifford GD
• Ventricular ectopic beat detection using a wavelet transform and a convolutional neural network.
  Physiol Meas Volume: 40 Page(s): 055002
  06/04/2019 Authors: Li Q; Liu C; Li Q; Shashikumar SP; Nemati S; Shen Z; Clifford GD
• VisMET: a passive, efficient, and sensitive assessment of visuospatial memory in healthy aging, mild cognitive impairment, and Alzheimer's disease.
  Learn Mem Volume: 26 Page(s): 93 - 100
  03/01/2019 Authors: Haque RU; Manzanares CM; Brown LN; Pongos AL; Lah JJ; Clifford GD; Levey AI
• An open source autocorrelation-based method for fetal heart rate estimation from one-dimensional Doppler ultrasound.
  Physiol Meas Volume: 40 Page(s): 025005
  02/26/2019 Authors: Valderrama CE; Stroux L; Katebi N; Paljug E; Hall-Clifford R; Rohloff P; Marzbanrad F; Clifford GD
• Unsupervised Bayesian Inference to Fuse Biosignal Sensory Estimates for Personalizing Care.
  IEEE J Biomed Health Inform Volume: 23 Page(s): 47 - 58
  01/01/2019 Authors: Zhu T; Pimentel MAF; Clifford GD; Clifton DA
• Hypoglossal Nerve Stimulation and Heart Rate Variability: Analysis of STAR Trial Responders.
  Otolaryngol Head Neck Surg Volume: 160 Page(s): 165 - 171
  01/01/2019 Authors: Dedhia RC; Shah AJ; Bliwise DL; Quyyumi AA; Strollo PJ; Li Q; Da Poian G; Clifford GD
• Rationale and Design of the Emory Healthy Aging and Emory Healthy Brain Studies.
  Neuroepidemiology Volume: 53 Page(s): 187 - 200
  01/01/2019 Authors: Goetz ME; Hanfelt JJ; John SE; Bergquist SH; Loring DW; Quyyumi A; Clifford GD; Vaccarino V; Goldstein F; Johnson Nd TM
• Feasibility of Single Channel Oximetry for Mass Screening of Obstructive Sleep Apnea.
  EClinicalMedicine Volume: 11 Page(s): 81 - 88
  01/01/2019 Authors: Behar JA; Palmius N; Li Q; Garbuio S; Rizzatti FPG; Bittencourt L; Tufik S; Clifford GD
• 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 Volume: 14 Page(s): e0213708
  01/01/2019 Authors: Peiris D; Praveen D; Mogulluru K; Ameer MA; Raghu A; Li Q; Heritier S; MacMahon S; Prabhakaran D; Clifford GD
• Deep learning in the cross-time frequency domain for sleep staging from a single-lead electrocardiogram.
  Physiol Meas Volume: 39 Page(s): 124005
  12/21/2018 Authors: Li Q; Li Q; Liu C; Shashikumar SP; Nemati S; Clifford GD
• Smartphone app for non-invasive detection of anemia using only patient-sourced photos.
  Nat Commun Volume: 9 Page(s): 4924
  12/04/2018 Authors: Mannino RG; Myers DR; Tyburski EA; Caruso C; Boudreaux J; Leong T; Clifford GD; Lam WA
• Cardiovascular disease risk and comparison of different strategies for blood pressure management in rural India.
  BMC Public Health Volume: 18 Page(s): 1264
  11/15/2018 Authors: Praveen D; Peiris D; MacMahon S; Mogulluru K; Raghu A; Rodgers A; Chilappagari S; Prabhakaran D; Clifford GD; Maulik PK
• Cardiovascular Disease in African Americans: InnovativeCommunity Engagement for Research Recruitment and Impact.
  Am J Kidney Dis Volume: 72 Page(s): S43 - S46
  11/01/2018 Authors: Taylor HA; Henderson F; Abbasi A; Clifford G
• Multiscale network dynamics between heart rate and locomotor activity are altered in schizophrenia.
  Physiol Meas Volume: 39 Page(s): 115001
  10/30/2018 Authors: Reinertsen E; Shashikumar SP; Shah AJ; Nemati S; Clifford GD
• An open source benchmarked toolbox for cardiovascular waveform and interval analysis.
  Physiol Meas Volume: 39 Page(s): 105004
  10/11/2018 Authors: Vest AN; Da Poian G; Li Q; Liu C; Nemati S; Shah AJ; Clifford GD
• A Search for Predictive AD Biomarkers: The Emory Healthy Brain Study
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  10/01/2018 Authors: Lah JJ; Goetz ME; John S; Lewis LM; Lomba C; Bergquist SH; Clifford GD; Goldstein FC; Loring DW; Kuerston R
• You Snooze, You Win: the PhysioNet/Computing in Cardiology Challenge 2018.
  Comput Cardiol (2010) Volume: 45
  09/01/2018 Authors: Ghassemi MM; Moody BE; Lehman L-WH; Song C; Li Q; Sun H; Mark RG; Westover MB; Clifford GD
• Cardiotocography and beyond: a review of one-dimensional Doppler ultrasound application in fetal monitoring.
  Physiol Meas Volume: 39 Page(s): 08TR01
  08/14/2018 Authors: Marzbanrad F; Stroux L; Clifford GD
• A comparison of entropy approaches for AF discrimination.
  Physiol Meas Volume: 39 Page(s): 074002
  07/06/2018 Authors: Liu C; Oster J; Reinertsen E; Li Q; Zhao L; Nemati S; Clifford GD
• mHealth intervention to improve the continuum of maternal and perinatal care in rural Guatemala: a pragmatic, randomized controlled feasibility trial.
  Reprod Health Volume: 15 Page(s): 120
  07/04/2018 Authors: Martinez B; Ixen EC; Hall-Clifford R; Juarez M; Miller AC; Francis A; Valderrama CE; Stroux L; Clifford GD; Rohloff P
• Bayesian fusion of physiological measurements using a signal quality extension.
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• Matched Filtering for Heart Rate Estimation on Compressive Sensing ECG Measurements.
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  06/01/2018 Authors: Da Poian G; Rozell CJ; Bernardini R; Rinaldo R; Clifford GD
• A review of physiological and behavioral monitoring with digital sensors for neuropsychiatric illnesses.
  Physiol Meas Volume: 39 Page(s): 05TR01
  05/15/2018 Authors: Reinertsen E; Clifford GD
• An Interpretable Machine Learning Model for Accurate Prediction of Sepsis in the ICU.
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• Multiscale network representation of physiological time series for early prediction of sepsis.
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  11/30/2017 Authors: Shashikumar SP; Li Q; Clifford GD; Nemati S
• Doppler-based fetal heart rate analysis markers for the detection of early intrauterine growth restriction.
  Acta Obstet Gynecol Scand Volume: 96 Page(s): 1322 - 1329
  11/01/2017 Authors: Stroux L; Redman CW; Georgieva A; Payne SJ; Clifford GD
• Critical questions: Advancing the health of female Veterans.
  J Am Assoc Nurse Pract Volume: 29 Page(s): 571 - 580
  10/01/2017 Authors: Muirhead L; Hall P; Jones-Taylor C; Clifford GD; Felton-Williams T; Williams K
• AF Classification from a Short Single Lead ECG Recording: the PhysioNet/Computing in Cardiology Challenge 2017.
  Comput Cardiol (2010) Volume: 44
  09/01/2017 Authors: Clifford GD; Liu C; Moody B; Lehman L-WH; Silva I; Li Q; Johnson AE; Mark RG
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  Physiol Meas Volume: 38 Page(s): E10 - E25
  08/01/2017 Authors: Clifford GD; Liu C; Moody B; Millet J; Schmidt S; Li Q; Silva I; Mark RG
• Performance of an open-source heart sound segmentation algorithm on eight independent databases.
  Physiol Meas Volume: 38 Page(s): 1730 - 1745
  08/01/2017 Authors: Liu C; Springer D; Clifford GD
• Combining sparse coding and time-domain features for heart sound classification.
  Physiol Meas Volume: 38 Page(s): 1701 - 1713
  07/31/2017 Authors: Whitaker BM; Suresha PB; Liu C; Clifford GD; Anderson DV
• Atrial fibrillation detection on compressed sensed ECG.
  Physiol Meas Volume: 38 Page(s): 1405 - 1425
  06/27/2017 Authors: Da Poian G; Liu C; Bernardini R; Rinaldo R; Clifford GD
• Continuous assessment of schizophrenia using heart rate and accelerometer data.
  Physiol Meas Volume: 38 Page(s): 1456 - 1471
  06/27/2017 Authors: Reinertsen E; Osipov M; Liu C; Kane JM; Petrides G; Clifford GD
• Acquisition of electrocardiogram signals during magnetic resonance imaging.
  Physiol Meas Volume: 38 Page(s): R119 - R142
  06/22/2017 Authors: Oster J; Clifford GD
• Hypertension Disparities: The Hidden Vulnerability of Youth.
  JAMA Cardiol Volume: 2 Page(s): 661 - 663
  06/01/2017 Authors: Taylor HA; Clifford GD; Powers ME
• Heart rate-based window segmentation improves accuracy of classifying posttraumatic stress disorder using heart rate variability measures.
  Physiol Meas Volume: 38 Page(s): 1061 - 1076
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• ASSOCIATION OF POSTTRAUMATIC STRESS DISORDER WITH SLEEP DYSFUNCTION IN MALE VETERAN TWINS
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  05/01/2017 Authors: Shah AJ; Fang S; Pimple P; Lewis T; Goldberg J; Bliwise D; Alonso A; Clifford GD; Hall M; Bremner JD
• Monitoring fetal maturation-objectives, techniques and indices of autonomic function.
  Physiol Meas Volume: 38 Page(s): R61 - R88
  05/01/2017 Authors: Hoyer D; ebrowski J; Cysarz D; Gonalves H; Pytlik A; Amorim-Costa C; Bernardes J; Ayres-de-Campos D; Witte OW; Schleuner E
• IMPACT OF HYPOGLOSSAL NERVE STIMULATION ON HEART RATE VARIABILITY: THE STAR TRIAL
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  04/01/2017 Authors: Dedhia RC; Bliwise DL; Quyyumi AA; Strollo PJ; Li Q; Clifford GD
• A model for generating synthetic arterial blood pressure.
  Physiol Meas Volume: 38 Page(s): 477 - 488
  03/01/2017 Authors: Mahdi A; Clifford GD; Payne SJ
• Digital health system for personalised COPD long-term management.
  BMC Med Inform Decis Mak Volume: 17 Page(s): 19
  02/20/2017 Authors: Velardo C; Shah SA; Gibson O; Clifford G; Heneghan C; Rutter H; Farmer A; Tarassenko L; EDGE COPD Team
• Agile Development of a Smartphone App for Perinatal Monitoring in a Resource-Constrained Setting.
  J Health Inform Dev Ctries Volume: 11
  01/01/2017 Authors: Martinez B; Hall-Clifford R; Coyote E; Stroux L; Valderrama CE; Aaron C; Francis A; Hendren C; Rohloff P; Clifford GD
• Early sepsis detection in critical care patients using multiscale blood pressure and heart rate dynamics.
  J Electrocardiol Volume: 50 Page(s): 739 - 743
  01/01/2017 Authors: Shashikumar SP; Stanley MD; Sadiq I; Li Q; Holder A; Clifford GD; Nemati S
• Benchmarking heart rate variability toolboxes.
  J Electrocardiol Volume: 50 Page(s): 744 - 747
  01/01/2017 Authors: Vest AN; Li Q; Liu C; Nemati S; Shah A; Clifford GD
• Template-based Quality Assessment of the Doppler Ultrasound Signal for Fetal Monitoring.
  Front Physiol Volume: 8 Page(s): 511
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• Assessment of Fetal Development Using Cardiac Valve Intervals.
  Front Physiol Volume: 8 Page(s): 313
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• An open access database for the evaluation of heart sound algorithms.
  Physiol Meas Volume: 37 Page(s): 2181 - 2213
  12/01/2016 Authors: Liu C; Springer D; Li Q; Moody B; Juan RA; Chorro FJ; Castells F; Roig JM; Silva I; Johnson AEW
• Daily longitudinal self-monitoring of mood variability in bipolar disorder and borderline personality disorder.
  J Affect Disord Volume: 205 Page(s): 225 - 233
  11/15/2016 Authors: Tsanas A; Saunders KEA; Bilderbeck AC; Palmius N; Osipov M; Clifford GD; Goodwin G; De Vos M
• Evaluation of the fetal QT interval using non-invasive fetal ECG technology.
  Physiol Meas Volume: 37 Page(s): 1392 - 1403
  09/01/2016 Authors: Behar J; Zhu T; Oster J; Niksch A; Mah DY; Chun T; Greenberg J; Tanner C; Harrop J; Sameni R
• Monitoring and detecting atrial fibrillation using wearable technology.
  Volume: 2016 Page(s): 3394 - 3397
  08/01/2016 Authors: Nemati S; Ghassemi MM; Ambai V; Isakadze N; Levantsevych O; Shah A; Clifford GD
• Optimal medication dosing from suboptimal clinical examples: a deep reinforcement learning approach.
  Volume: 2016 Page(s): 2978 - 2981
  08/01/2016 Authors: Nemati S; Ghassemi MM; Clifford GD
• False alarm reduction in critical care.
  Physiol Meas Volume: 37 Page(s): E5 - E23
  08/01/2016 Authors: Clifford GD; Silva I; Moody B; Li Q; Kella D; Chahin A; Kooistra T; Perry D; Mark RG
• The Global Alliance for Chronic Diseases Supports 15 Major Studies in Hypertension Prevention and Control in Low- and Middle-Income Countries.
  J Clin Hypertens (Greenwich) Volume: 18 Page(s): 600 - 605
  07/01/2016 Authors: W Tobe S; Global Alliance for Chronic Diseases Hypertension Research Teams With the World Hypertension League
• An open-source framework for stress-testing non-invasive foetal ECG extraction algorithms.
  Physiol Meas Volume: 37 Page(s): 627 - 648
  05/01/2016 Authors: Andreotti F; Behar J; Zaunseder S; Oster J; Clifford GD
• A practical guide to non-invasive foetal electrocardiogram extraction and analysis.
  Physiol Meas Volume: 37 Page(s): R1 - R35
  05/01/2016 Authors: Behar J; Andreotti F; Zaunseder S; Oster J; Clifford GD
• Logistic Regression-HSMM-Based Heart Sound Segmentation.
  IEEE Trans Biomed Eng Volume: 63 Page(s): 822 - 832
  04/01/2016 Authors: Springer DB; Tarassenko L; Clifford GD
• Long-Term Anticoagulation for Unprovoked Pulmonary Embolism, Monitoring Sleep with an App, and Interventional Bronchoscopy for Airway Obstruction
  AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE Volume: 193 Page(s): 330 - 332
  02/01/2016 Authors: Radbel JM; Jobanputra AM; Singh J; Jagpal S; Hussain S
• Machine Learning and Decision Support in Critical Care.
  Proc IEEE Inst Electr Electron Eng Volume: 104 Page(s): 444 - 466
  02/01/2016 Authors: Johnson AEW; Ghassemi MM; Nemati S; Niehaus KE; Clifton DA; Clifford GD
• The evaluation of an open source online training system for teaching 12 lead electrocardiographic interpretation.
  J Electrocardiol Volume: 49 Page(s): 454 - 461
  01/01/2016 Authors: Breen C; Zhu T; Bond R; Finlay D; Clifford G
• Automated signal quality assessment of mobile phone-recorded heart sound signals.
  J Med Eng Technol Volume: 40 Page(s): 342 - 355
  01/01/2016 Authors: Springer DB; Brennan T; Ntusi N; Abdelrahman HY; Zhlke LJ; Mayosi BM; Tarassenko L; Clifford GD
• An mHealth monitoring system for traditional birth attendant-led antenatal risk assessment in rural Guatemala.
  J Med Eng Technol Volume: 40 Page(s): 356 - 371
  01/01/2016 Authors: Stroux L; Martinez B; Coyote Ixen E; King N; Hall-Clifford R; Rohloff P; Clifford GD
• E-health in low to middle income countries.
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• Fusing Continuous-Valued Medical Labels Using a Bayesian Model.
  Ann Biomed Eng Volume: 43 Page(s): 2892 - 2902
  12/01/2015 Authors: Zhu T; Dunkley N; Behar J; Clifton DA; Clifford GD
• Behaviour change strategies for reducing blood pressure-related disease burden: findings from a global implementation research programme.
  Implement Sci Volume: 10 Page(s): 158
  11/09/2015 Authors: GACD Hypertension Research Programme, Writing Group; Peiris D; Thompson SR; Beratarrechea A; Crdenas MK; Diez-Canseco F; Goudge J; Gyamfi J; Kamano JH; Irazola V
• Semisupervised ECG Ventricular Beat Classification With Novelty Detection Based on Switching Kalman Filters.
  IEEE Trans Biomed Eng Volume: 62 Page(s): 2125 - 2134
  09/01/2015 Authors: Oster J; Behar J; Sayadi O; Nemati S; Johnson AEW; Clifford GD
• The PhysioNet/Computing in Cardiology Challenge 2015: Reducing False Arrhythmia Alarms in the ICU.
  Volume: 2015 Page(s): 273 - 276
  09/01/2015 Authors: Clifford GD; Silva I; Moody B; Li Q; Kella D; Shahin A; Kooistra T; Perry D; Mark RG
• Robust detection of heart beats in multimodal data.
  Physiol Meas Volume: 36 Page(s): 1629 - 1644
  08/01/2015 Authors: Silva I; Moody B; Behar J; Johnson A; Oster J; Clifford GD; Moody GB
• Heart beat detection in multimodal physiological data using a hidden semi-Markov model and signal quality indices.
  Physiol Meas Volume: 36 Page(s): 1717 - 1727
  08/01/2015 Authors: A F Pimentel M; Santos MD; Springer DB; Clifford GD
• Multimodal heart beat detection using signal quality indices.
  Physiol Meas Volume: 36 Page(s): 1665 - 1677
  08/01/2015 Authors: Johnson AEW; Behar J; Andreotti F; Clifford GD; Oster J
• Daily and weekly mood ratings: relative contributions to the differentiation of bipolar disorder and borderline personality disorder
  BIPOLAR DISORDERS Volume: 17 Page(s): 129 - 130
  06/01/2015 Authors: Bilderbeck AC; Saunders KEA; Clifford GD; Tsanas A; Ospiov M; Harrison PJ; Harmer CJ; Nobre AC; Geddes JR; Goodwin GM
• Acceptability and tolerability of ambulatory monitoring in bipolar disorder: a patient perspective
  BIPOLAR DISORDERS Volume: 17 Page(s): 86 - 86
  06/01/2015 Authors: Saunders K; Bilderbeck AC; Panchal P; Brett D; Clifford GD; Harmer CJ; Nobre AC; Harrison PJ; Geddes JR; Goodwin GM
• Engineering a mobile health tool for resource-poor settings to assess and manage cardiovascular disease risk: SMARThealth study.
  BMC Med Inform Decis Mak Volume: 15 Page(s): 36
  04/29/2015 Authors: Raghu A; Praveen D; Peiris D; Tarassenko L; Clifford G
• SleepAp: an automated obstructive sleep apnoea screening application for smartphones.
  IEEE J Biomed Health Inform Volume: 19 Page(s): 325 - 331
  01/01/2015 Authors: Behar J; Roebuck A; Shahid M; Daly J; Hallack A; Palmius N; Stradling J; Clifford GD
• Comparison of three artificial models of the magnetohydrodynamic effect on the electrocardiogram.
  Comput Methods Biomech Biomed Engin Volume: 18 Page(s): 1400 - 1417
  01/01/2015 Authors: Oster J; Llinares R; Payne S; Tse ZTH; Schmidt EJ; Clifford GD
• Bayesian fusion of algorithms for the robust estimation of respiratory rate from the photoplethysmogram.
  Volume: 2015 Page(s): 6138 - 6141
  01/01/2015 Authors: Zhu T; Pimentel MAF; Clifford GD; Clifton DA
• Impact of the presence of noise on RR interval-based atrial fibrillation detection.
  J Electrocardiol Volume: 48 Page(s): 947 - 951
  01/01/2015 Authors: Oster J; Clifford GD
• Comparison of Standard and Novel Signal Analysis Approaches to Obstructive Sleep Apnea Classification.
  Front Bioeng Biotechnol Volume: 3 Page(s): 114
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• Using computerised interactive response technology to assess electrocardiographers and for aggregating diagnoses.
  J Electrocardiol Volume: 48 Page(s): 995 - 999
  01/01/2015 Authors: Peace A; Ramsewak A; Cairns A; Finlay D; Guldenring D; Clifford G; Bond R
• Objective identification and analysis of physiological and behavioral signs of schizophrenia.
  J Ment Health Volume: 24 Page(s): 276 - 282
  01/01/2015 Authors: Osipov M; Behzadi Y; Kane JM; Petrides G; Clifford GD
• Implications of Cardiovascular Disease Risk Assessment Using the WHO/ISH Risk Prediction Charts in Rural India.
  PLoS One Volume: 10 Page(s): e0133618
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• Stage-independent, single lead EEG sleep spindle detection using the continuous wavelet transform and local weighted smoothing.
  Front Hum Neurosci Volume: 9 Page(s): 181
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• Novel approach to documenting expert ECG interpretation using eye tracking technology: a historical and biographical representation of the late Dr Rory Childers in action.
  J Electrocardiol Volume: 48 Page(s): 43 - 44
  01/01/2015 Authors: Bond RR; Kligfield PD; Zhu T; Finlay DD; Drew B; Guldenring D; Breen C; Clifford GD; Wagner GS
• SMARTHealth India: Development and Field Evaluation of a Mobile Clinical Decision Support System for Cardiovascular Diseases in Rural India.
  JMIR Mhealth Uhealth Volume: 2 Page(s): e54
  12/08/2014 Authors: Praveen D; Patel A; Raghu A; Clifford GD; Maulik PK; Mohammad Abdul A; Mogulluru K; Tarassenko L; MacMahon S; Peiris D
• A machine learning approach to multi-level ECG signal quality classification.
  Comput Methods Programs Biomed Volume: 117 Page(s): 435 - 447
  12/01/2014 Authors: Li Q; Rajagopalan C; Clifford GD
• DEPRESSED HEART RATE VARIABILITY PREDICTS OUTCOME IN PATIENTS WITH SUBARACHNOID HEMORRHAGE
  CRITICAL CARE MEDICINE Volume: 42
  12/01/2014 Authors: Tateishi Y; Clifford G; Hopkins M; Thomas T
• First steps in using machine learning on fMRI data to predict intrusive memories of traumatic film footage.
  Behav Res Ther Volume: 62 Page(s): 37 - 46
  11/01/2014 Authors: Clark IA; Niehaus KE; Duff EP; Di Simplicio MC; Clifford GD; Smith SM; Mackay CE; Woolrich MW; Holmes EA
• Model-based estimation of loop gain using spontaneous breathing: a validation study.
  Respir Physiol Neurobiol Volume: 201 Page(s): 84 - 92
  09/15/2014 Authors: Gederi E; Nemati S; Edwards BA; Clifford GD; Malhotra A; Wellman A
• Combining and benchmarking methods offoetal ECG extraction without maternal or scalp electrode data.
  Physiol Meas Volume: 35 Page(s): 1569 - 1589
  08/01/2014 Authors: Behar J; Oster J; Clifford GD
• Non-invasive fetal ECG analysis.
  Physiol Meas Volume: 35 Page(s): 1521 - 1536
  08/01/2014 Authors: Clifford GD; Silva I; Behar J; Moody GB
• An ECG simulator for generating maternal-foetal activity mixtures on abdominal ECG recordings.
  Physiol Meas Volume: 35 Page(s): 1537 - 1550
  08/01/2014 Authors: Behar J; Andreotti F; Zaunseder S; Li Q; Oster J; Clifford GD
• Ventricular fibrillation and tachycardia classification using a machine learning approach.
  IEEE Trans Biomed Eng Volume: 61 Page(s): 1607 - 1613
  06/01/2014 Authors: Li Q; Rajagopalan C; Clifford GD
• A comparison of single channel fetal ECG extraction methods.
  Ann Biomed Eng Volume: 42 Page(s): 1340 - 1353
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• Robust fundamental frequency estimation in sustained vowels: detailed algorithmic comparisons and information fusion with adaptive Kalman filtering.
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  05/01/2014 Authors: Tsanas A; Zaartu M; Little MA; Fox C; Ramig LO; Clifford GD
• Do heart and respiratory rate variability improve prediction of extubation outcomes in critically ill patients?
  Crit Care Volume: 18 Page(s): R65
  04/08/2014 Authors: Seely AJE; Bravi A; Herry C; Green G; Longtin A; Ramsay T; Fergusson D; McIntyre L; Kubelik D; Maziak DE
• Crowd-sourced annotation of ecg signals using contextual information.
  Ann Biomed Eng Volume: 42 Page(s): 871 - 884
  04/01/2014 Authors: Zhu T; Johnson AEW; Behar J; Clifford GD
• A 1.5T MRI-conditional 12-lead electrocardiogram for MRI and intra-MR intervention.
  Magn Reson Med Volume: 71 Page(s): 1336 - 1347
  03/01/2014 Authors: Tse ZTH; Dumoulin CL; Clifford GD; Schweitzer J; Qin L; Oster J; Jerosch-Herold M; Kwong RY; Michaud G; Stevenson WG
• Respiratory rate estimation from the oscillometric waveform obtained from a non-invasive cuff-based blood pressure device.
  Annu Int Conf IEEE Eng Med Biol Soc Volume: 2014 Page(s): 3821 - 3824
  01/01/2014 Authors: Pimentel MAF; Santos MD; Arteta C; Domingos JS; Maraci MA; Clifford GD
• Out of touch : from audio recordings to phone apps to mattress sensors, noncontact systems offer a less cumbersome way to monitor sleep.
  IEEE Pulse Volume: 5 Page(s): 19 - 21
  01/01/2014 Authors: Clifford GD; Gederi E
• Evaluation of the fetal QT interval using non-invasive fetal ECG technology
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  01/01/2014 Authors: Behar J; Wolfberg A; Zhu T; Oster J; Niksch A; Mah D; Chun T; Greenberg J; Tanner C; Harrop J
• A review of signals used in sleep analysis.
  Physiol Meas Volume: 35 Page(s): R1 - 57
  01/01/2014 Authors: Roebuck A; Monasterio V; Gederi E; Osipov M; Behar J; Malhotra A; Penzel T; Clifford GD
• Assessing computerized eye tracking technology for gaining insight into expert interpretation of the 12-lead electrocardiogram: an objective quantitative approach.
  J Electrocardiol Volume: 47 Page(s): 895 - 906
  01/01/2014 Authors: Bond RR; Zhu T; Finlay DD; Drew B; Kligfield PD; Guldenring D; Breen C; Gallagher AG; Daly MJ; Clifford GD
• 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.
  Implement Sci Volume: 8 Page(s): 137
  11/25/2013 Authors: Praveen D; Patel A; McMahon S; Prabhakaran D; Clifford GD; Maulik PK; Joshi R; Jan S; Heritier S; Peiris D
• ECG-based gating in ultra high field cardiovascular magnetic resonance using an independent component analysis approach.
  J Cardiovasc Magn Reson Volume: 15 Page(s): 104
  11/19/2013 Authors: Krug JW; Rose G; Clifford GD; Oster J
• A review of current sleep screening applications for smartphones.
  Physiol Meas Volume: 34 Page(s): R29 - R46
  07/01/2013 Authors: Behar J; Roebuck A; Domingos JS; Gederi E; Clifford GD
• A new severity of illness scale using a subset of Acute Physiology And Chronic Health Evaluation data elements shows comparable predictive accuracy.
  Crit Care Med Volume: 41 Page(s): 1711 - 1718
  07/01/2013 Authors: Johnson AEW; Kramer AA; Clifford GD
• ECG signal quality during arrhythmia and its application to false alarm reduction.
  IEEE Trans Biomed Eng Volume: 60 Page(s): 1660 - 1666
  06/01/2013 Authors: Behar J; Oster J; Li Q; Clifford GD
• Dynamic data during hypotensive episode improves mortality predictions among patients with sepsis and hypotension.
  Crit Care Med Volume: 41 Page(s): 954 - 962
  04/01/2013 Authors: Mayaud L; Lai PS; Clifford GD; Tarassenko L; Celi LA; Annane D
• Noninvasive Fetal ECG: the PhysioNet/Computing in Cardiology Challenge 2013.
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  03/01/2013 Authors: Silva I; Behar J; Sameni R; Zhu T; Oster J; Clifford GD; Moody GB
• M-health for long-term management of COPD
  INTERNATIONAL JOURNAL OF INTEGRATED CARE Volume: 13
  01/01/2013 Authors: Tarassenko L; Velardo C; Shah A; Gibson O; Clifford G; Heneghan C; Rutter H; Farmer A
• Robust classification of neonatal apnoea-related desaturations.
  Physiol Meas Volume: 33 Page(s): 1503 - 1516
  09/01/2012 Authors: Monasterio V; Burgess F; Clifford GD
• Dynamic time warping and machine learning for signal quality assessment of pulsatile signals.
  Physiol Meas Volume: 33 Page(s): 1491 - 1501
  09/01/2012 Authors: Li Q; Clifford GD
• Signal quality indices and data fusion for determining clinical acceptability of electrocardiograms.
  Physiol Meas Volume: 33 Page(s): 1419 - 1433
  09/01/2012 Authors: Clifford GD; Behar J; Li Q; Rezek I
• Wireless technology in disease management and medicine.
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• Signal quality and data fusion for false alarm reduction in the intensive care unit.
  J Electrocardiol Volume: 45 Page(s): 596 - 603
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• A possible method to predict response to non-pharmacological insomnia therapy.
  J Clin Sleep Med Volume: 7 Page(s): 370 - 375
  08/15/2011 Authors: Campana LM; Clifford GD; Trinder J; Pittman SD; Malhotra A
• Clinically accurate fetal ECG parameters acquired from maternal abdominal sensors.
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• Multiparameter Intelligent Monitoring in Intensive Care II: a public-access intensive care unit database.
  Crit Care Med Volume: 39 Page(s): 952 - 960
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• Clinician blood pressure documentation of stable intensive care patients: an intelligent archiving agent has a higher association with future hypotension.
  Crit Care Med Volume: 39 Page(s): 1006 - 1014
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• A nonparametric surrogate-based test of significance for T-wave alternans detection.
  IEEE Trans Biomed Eng Volume: 58 Page(s): 1356 - 1364
  05/01/2011 Authors: Nemati S; Abdala O; Monasterio V; Yim-Yeh S; Malhotra A; Clifford GD
• T-wave alternans patterns during sleep in healthy, cardiac disease, and sleep apnea patients.
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  01/01/2011 Authors: Nemati S; Malhotra A; Clifford GD
• Open-access MIMIC-II database for intensive care research.
  Annu Int Conf IEEE Eng Med Biol Soc Volume: 2011 Page(s): 8315 - 8318
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• Comparison of abdominal sensors to a fetal scalp electrode for fetal ST analysis during labor
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• Synthetic ECG generation and Bayesian filtering using a Gaussian wave-based dynamical model.
  Physiol Meas Volume: 31 Page(s): 1309 - 1329
  10/01/2010 Authors: Sayadi O; Shamsollahi MB; Clifford GD
• A multilead scheme based on periodic component analysis for T-wave alternans analysis in the ECG.
  Ann Biomed Eng Volume: 38 Page(s): 2532 - 2541
  08/01/2010 Authors: Monasterio V; Clifford GD; Laguna P; Martnez JP
• Phase-rectified signal averaging as a sensitive index of autonomic changes with aging.
  J Appl Physiol (1985) Volume: 108 Page(s): 1668 - 1673
  06/01/2010 Authors: Campana LM; Owens RL; Clifford GD; Pittman SD; Malhotra A
• An artificial vector model for generating abnormal electrocardiographic rhythms.
  Physiol Meas Volume: 31 Page(s): 595 - 609
  05/01/2010 Authors: Clifford GD; Nemati S; Sameni R
• Robust detection of premature ventricular contractions using a wave-based Bayesian framework.
  IEEE Trans Biomed Eng Volume: 57 Page(s): 353 - 362
  02/01/2010 Authors: Sayadi O; Shamsollahi MB; Clifford GD
• Comparison of source separation techniques for multilead T-wave alternans detection in the ECG.
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  01/01/2010 Authors: Monasterio V; Clifford GD; Martnez JP
• Data Fusion for Improved Respiration Rate Estimation.
  EURASIP J Adv Signal Process Volume: 2010 Page(s): 926305
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• A Review of Fetal ECG Signal Processing; Issues and Promising Directions.
  Open Pacing Electrophysiol Ther J Volume: 3 Page(s): 4 - 20
  01/01/2010 Authors: Sameni R; Clifford GD
• ISSUES WITH DATA MINING: PREDICTIVE MODELING ON CRITICALLY ILL PATIENTS WHO DEVELOP ACUTE RENAL FAILURE
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  12/01/2009 Authors: Celi LA; Hug C; Villaroel M; Clifford G; Mark R
• COMPARING THE PERFORMANCE OF CUSTOMIZED MORTALITY PREDICTION MODELS USING LOCAL DATABASE AGAINST CURRENT STANDARD SCORING SYSTEMS
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• Artificial arterial blood pressure artifact models and an evaluation of a robust blood pressure and heart rate estimator.
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• Robust parameter extraction for decision support using multimodal intensive care data.
  Philos Trans A Math Phys Eng Sci Volume: 367 Page(s): 411 - 429
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• Age Dependence of Heart Rate Indices in a Healthy Cohort as Measured by Phase-Rectified Signal Averaging
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• The Effect of Signal Quality on Six Cardiac Output Estimators.
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• An Open-Source Standard T-Wave Alternans Detector for Benchmarking.
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  09/14/2008 Authors: Khaustov A; Nemati S; Clifford G
• Automated de-identification of free-text medical records.
  BMC Med Inform Decis Mak Volume: 8 Page(s): 32
  07/24/2008 Authors: Neamatullah I; Douglass MM; Lehman L-WH; Reisner A; Villarroel M; Long WJ; Szolovits P; Moody GB; Mark RG; Clifford GD
• Medical information systems: a foundation for healthcare technologies in developing countries.
  Biomed Eng Online Volume: 7 Page(s): 18
  06/11/2008 Authors: Clifford GD; Blaya JA; Hall-Clifford R; Fraser HS
• Reducing false alarm rates for critical arrhythmias using the arterial blood pressure waveform.
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  06/01/2008 Authors: Aboukhalil A; Nielsen L; Saeed M; Mark RG; Clifford GD
• A comparison of subjective and mathematical estimations of fetal heart rate variability.
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  02/01/2008 Authors: Wolfberg AJ; Derosier DJ; Roberts T; Syed Z; Clifford GD; Acker D; Plessis AD
• Robust heart rate estimation from multiple asynchronous noisy sources using signal quality indices and a Kalman filter.
  Physiol Meas Volume: 29 Page(s): 15 - 32
  01/01/2008 Authors: Li Q; Mark RG; Clifford GD
• An Artificial Multi-Channel Model for Generating Abnormal Electrocardiographic Rhythms.
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  01/01/2008 Authors: Clifford G; Nemati S; Sameni R
• Entropy of fetal EKG associated with intrapartum fever
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  12/01/2007 Authors: Wolfberg A; Syed Z; Clifford G; Derosier D; Tin A; Du Plessis A
• A nonlinear Bayesian filtering framework for ECG denoising.
  IEEE Trans Biomed Eng Volume: 54 Page(s): 2172 - 2185
  12/01/2007 Authors: Sameni R; Shamsollahi MB; Jutten C; Clifford GD
• Open source model for generating RR intervals in atrial fibrillation and beyond.
  Biomed Eng Online Volume: 6 Page(s): 9
  03/02/2007 Authors: Lian J; Clifford GD; Mssig D; Lang V
• Quantifying errors in spectral estimates of HRV due to beat replacement and resampling.
  IEEE Trans Biomed Eng Volume: 52 Page(s): 630 - 638
  04/01/2005 Authors: Clifford GD; Tarassenko L
• Development and optimization of a Critical Care Alert and Display (CCAD) system using retrospective ICU databases.
  AMIA Annu Symp Proc Volume: 2005 Page(s): 994
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• Segmenting cardiac-related data using sleep stages increases separation between normal subjects and apnoeic patients.
  Physiol Meas Volume: 25 Page(s): N27 - N35
  12/01/2004 Authors: Clifford GD; Tarassenko L
• Resource reconfiguration policy based on execution time estimation in computational grids
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• A dynamical model for generating synthetic electrocardiogram signals.
  IEEE Trans Biomed Eng Volume: 50 Page(s): 289 - 294
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• Fusing conventional ECG QRS detection algorithms with an auto-associative neural network for the detection of ectopic beats
  Page(s): 1623 - 1628
  01/01/2000 Authors: Clifford G; Tarassenko L; Townsend N