Applying machine learning to continuously monitored physiological data

An Interpretable Machine Learning Model for Accurate Prediction of Sepsis in the ICU

(2018) Shamim Nemati et al.   CRITICAL CARE MEDICINE

The Association Between Ventilator Dyssynchrony, Delivered Tidal Volume, and Sedation Using a Novel Automated Ventilator Dyssynchrony Detection Algorithm*

(2018) Peter D. Sottile et al.   CRITICAL CARE MEDICINE

From Big Data to Artificial Intelligence

(2018) Barret Rush et al.   CRITICAL CARE MEDICINE

Feasibility of continuous sedation monitoring in critically ill intensive care unit patients using the NeuroSENSE WAVCNS index

(2018) Nicholas West et al.   JOURNAL OF CLINICAL MONITORING AND COMPUTING

The intensive care delirium research agenda: a multinational, interprofessional perspective

(2017) Pratik P. Pandharipande et al.   INTENSIVE CARE MEDICINE

Correlation Between Observational Scales of Sedation and Comfort and Bispectral Index Scores

(2017) Michael Barbato et al.   JOURNAL OF PAIN AND SYMPTOM MANAGEMENT

Lost in Thought — The Limits of the Human Mind and the Future of Medicine

(2017) Ziad Obermeyer et al.   NEW ENGLAND JOURNAL OF MEDICINE

Machine Learning and Prediction in Medicine — Beyond the Peak of Inflated Expectations

(2017) Jonathan H. Chen et al.   NEW ENGLAND JOURNAL OF MEDICINE

Automatic Classification of Sedation Levels in ICU Patients Using Heart Rate Variability

(2016) Sunil B. Nagaraj et al.   CRITICAL CARE MEDICINE

Predicting the Future — Big Data, Machine Learning, and Clinical Medicine

(2016) Ziad Obermeyer et al.   NEW ENGLAND JOURNAL OF MEDICINE

Suppression of false arrhythmia alarms in the ICU: a machine learning approach

(2016) Sardar Ansari et al.   PHYSIOLOGICAL MEASUREMENT

Real alerts and artifact classification in archived multi-signal vital sign monitoring data: implications for mining big data

(2015) Marilyn Hravnak et al.   JOURNAL OF CLINICAL MONITORING AND COMPUTING

Sensor fusion methods for reducing false alarms in heart rate monitoring

(2015) Gabriel Borges et al.   JOURNAL OF CLINICAL MONITORING AND COMPUTING

Critical Care Telemedicine

(2014) Craig M. Lilly et al.   CRITICAL CARE MEDICINE

Insights into the Problem of Alarm Fatigue with Physiologic Monitor Devices: A Comprehensive Observational Study of Consecutive Intensive Care Unit Patients

(2014) Barbara J. Drew et al.   PLoS One

Dynamic Data During Hypotensive Episode Improves Mortality Predictions Among Patients With Sepsis and Hypotension*

(2013) Louis Mayaud et al.   CRITICAL CARE MEDICINE