Clifford, Gari D.

Multiparameter Intelligent Monitoring in Intensive Care II: A public-access intensive care unit database*

Saeed, M., Villarroel, M., Reisner, A. T., Clifford, G., Lehman, L.-W., Moody, G., Heldt, T., Kyaw, T. H., Moody, B., & Mark, R. G. (2011) · Critical Care Medicine

Healthcare Technology and Patient MonitoringSepsis Diagnosis and Treatment

Cited by 1,162

An interpretable machine learning model for accurate prediction of sepsis in the ICU

Nemati, S., Holder, A., Razmi, F., Stanley, M. D., Clifford, G. D., & Buchman, T. G. (2018) · Critical Care Medicine

Sepsis Diagnosis and TreatmentMachine Learning in Healthcare

Cited by 832

Automated de-identification of free-text medical records

Neamatullah, I., Douglass, M. M., Lehman, L.-W. H., Reisner, A., Villarroel, M., Long, W. J., Szolovits, P., Moody, G. B., Mark, R. G., & Clifford, G. D. (2008) · BMC Medical Informatics and Decision Making

Privacy-Preserving Technologies in DataThoreau and American Literature

Cited by 413

Early Prediction of Sepsis From Clinical Data: The PhysioNet/Computing in Cardiology Challenge 2019

Reyna, M. A., Josef, C. S., Jeter, R., Shashikumar, S. P., Westover, M. B., Nemati, S., Clifford, G. D., & Sharma, A. (2020) · Critical Care Medicine

Sepsis Diagnosis and TreatmentMachine Learning in Healthcare

Cited by 383

Dynamic time warping and machine learning for signal quality assessment of pulsatile signals

Li, Q., & Clifford, G. D. (2012) · Physiological Measurement

Non-Invasive Vital Sign MonitoringECG Monitoring and Analysis

Cited by 274

Optimal medication dosing from suboptimal clinical examples: a deep reinforcement learning approach

Nemati, S., Ghassemi, M. M., & Clifford, G. D. (2016) · 2016 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)

Machine Learning in HealthcareArtificial Intelligence in Healthcare and Education

Cited by 195

Early sepsis detection in critical care patients using multiscale blood pressure and heart rate dynamics

Shashikumar, S. P., Stanley, M. D., Sadiq, I., Li, Q., Holder, A., Clifford, G. D., & Nemati, S. (2017) · Journal of Electrocardiology

Sepsis Diagnosis and TreatmentHeart Rate Variability and Autonomic Control

Cited by 167

Daily longitudinal self-monitoring of mood variability in bipolar disorder and borderline personality disorder

Tsanas, A., Saunders, K. E. A., Bilderbeck, A. C., Palmius, N., Osipov, M., Clifford, G. D., Goodwin, G. Μ., & De Vos, M. (2016) · Journal of Affective Disorders

Bipolar Disorder and TreatmentMental Health Research Topics

Cited by 162

A review of physiological and behavioral monitoring with digital sensors for neuropsychiatric illnesses

Reinertsen, E., & Clifford, G. D. (2018) · Physiological Measurement

Context-Aware Activity Recognition SystemsEmotion and Mood Recognition

Cited by 136

SMARTHealth India: development and field evaluation of a mobile clinical decision support system for cardiovascular diseases in rural India

Praveen, D., Patel, A., Raghu, A., Clifford, G. D., Maulik, P. K., Mohammad Abdul, A., Mogulluru, K., Tarassenko, L., MacMahon, S., & Peiris, D. (2014) · JMIR mHealth and uHealth

Mobile Health and mHealth ApplicationsElectronic Health Records Systems

Cited by 131

Engineering a mobile health tool for resource-poor settings to assess and manage cardiovascular disease risk: SMARThealth study

Raghu, A., Praveen, D., Peiris, D., Tarassenko, L., & Clifford, G. (2015) · BMC Medical Informatics and Decision Making

Mobile Health and mHealth ApplicationsICT in Developing Communities

Cited by 89

Remote health monitoring and diagnosis in the time of COVID-19

Behar, J. A., Liu, C., Kotzen, K., Tsutsui, K., Corino, V. D. A., Singh, J., Pimentel, M. A. F., Warrick, P., Zaunseder, S., Andreotti, F., et al. (2020) · arXiv

Telemedicine and Telehealth ImplementationNon-Invasive Vital Sign Monitoring

Cited by 86

Remote health diagnosis and monitoring in the time of COVID-19

Behar, J. A., Liu, C., Kotzen, K., Tsutsui, K., Corino, V. D. A., Singh, J., Pimentel, M. A. F., Warrick, P., Zaunseder, S., Andreotti, F., et al. (2020) · Physiological Measurement

Telemedicine and Telehealth ImplementationNon-Invasive Vital Sign Monitoring

Cited by 86

Persistent Dissociation and Its Neural Correlates in Predicting Outcomes After Trauma Exposure

Lebois, L. A. M., Harnett, N. G., van Rooij, S. J. H., Ely, T. D., Jovanovic, T., Bruce, S. E., House, S. L., Ravichandran, C., Dumornay, N. M., Finegold, K. E., et al. (2022) · American Journal of Psychiatry

Psychosomatic Disorders and Their TreatmentsPosttraumatic Stress Disorder Research

Cited by 60

Classifying major depressive disorder and response to deep brain stimulation over time by analyzing facial expressions

Jiang, Z., Harati, S., Crowell, A., Mayberg, H. S., Nemati, S., & Clifford, G. D. (2021) · IEEE Transactions on Biomedical Engineering

Emotion and Mood RecognitionFace recognition and analysis

Cited by 60

Feasibility of Single Channel Oximetry for Mass Screening of Obstructive Sleep Apnea

Behar, J. A., Palmius, N., Li, Q., Garbuio, S., Rizzatti, F. P. G., Bittencourt, L., Tufik, S., & Clifford, G. D. (2019) · EClinicalMedicine

Obstructive Sleep Apnea ResearchNon-Invasive Vital Sign Monitoring

Cited by 37

First steps in using machine learning on fMRI data to predict intrusive memories of traumatic film footage

Clark, I. A., Niehaus, K. E., Duff, E. P., Di Simplicio, M. C., Clifford, G. D., Smith, S. M., Mackay, C. E., Woolrich, M. W., & Holmes, E. A. (2014) · Behaviour Research and Therapy

Posttraumatic Stress Disorder ResearchMemory Processes and Influences

Cited by 37

Hypoglossal Nerve Stimulation and Heart Rate Variability: Analysis of STAR Trial Responders

Dedhia, R. C., Shah, A. J., Bliwise, D. L., Quyyumi, A. A., Strollo, P. J., Li, Q., Da Poian, G., & Clifford, G. D. (2019) · Otolaryngology–Head and Neck Surgery

Obstructive Sleep Apnea ResearchHeart Rate Variability and Autonomic Control

Cited by 30

An Explainable Spatial-Temporal Graphical Convolutional Network to Score Freezing of Gait in Parkinsonian Patients

Kwon, H., Clifford, G. D., Genias, I., Bernhard, D., Esper, C. D., Factor, S. A., & McKay, J. L. (2023) · Sensors

Balance, Gait, and Falls PreventionDeep Brain Stimulation and Movement Disorders

Cited by 24