Area of research
Epidemiology · Surgery
Research interest
Research interests include Sepsis Diagnosis and Treatment, Hemodynamic Monitoring and Therapy, Machine Learning in Healthcare, and Immune Response and Inflammation.
Adversarial Debiasing for Equitable and Fair Detection of Acute Coronary Syndrome Using 12-Lead ECG.
Cardiovascular and Autonomic Phenotypes Reveal Distinct Mechanisms of Sepsis Decompensation via Deep Learning
Electrocardiogram-based machine learning for risk stratification of patients with suspected acute coronary syndrome.
Use of artificial intelligence in critical care: opportunities and obstacles
Machine learning for ECG diagnosis and risk stratification of occlusion myocardial infarction
Acuity-Based Allocation of ICU-Downstream Beds with Flexible Staffing
Automatic Population of the Case Report Forms for an International Multifactorial Adaptive Platform Trial Amid the COVID-19 Pandemic
Code and Data Repository for Acuity-Based Allocation of ICU-Downstream Beds with Flexible Staffing
A clinician’s guide to understanding and critically appraising machine learning studies: a checklist for Ruling Out Bias Using Standard Tools in Machine Learning (ROBUST-ML)
Sharing ICU Patient Data Responsibly Under the Society of Critical Care Medicine/European Society of Intensive Care Medicine Joint Data Science Collaboration: The Amsterdam University Medical Centers Database (AmsterdamUMCdb) Example*
A Research Agenda for Precision Medicine in Sepsis and Acute Respiratory Distress Syndrome: An Official American Thoracic Society Research Statement.
A simple electronic medical record system designed for research.
Leveraging Eye Tracking to Prioritize Relevant Medical Record Data: Comparative Machine Learning Study.
Accelerating availability of clinically-relevant parameter estimates from thromboelastogram point-of-care device
Evaluation of Eye-tracking for a Decision Support Application
A Simple Electronic Medical Record System Designed for Research
Derivation, Validation, and Potential Treatment Implications of Novel Clinical Phenotypes for Sepsis
Association of Net Ultrafiltration Rate With Mortality Among Critically Ill Adults With Acute Kidney Injury Receiving Continuous Venovenous Hemodiafiltration
Classifying AKI by Urine Output versus Serum Creatinine Level
Intensive Care Unit Readmission during Childhood after Preterm Birth with Respiratory Failure