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Overview


My research focuses on the application of artificial intelligence, machine learning, and data analytics in healthcare, particularly in critical care and perioperative medicine; and cystic fibrosis. I have published numerous papers on the development of predictive models for sepsis, acute respiratory distress syndrome, and other critical conditions. My work utilizes large datasets, electronic health records, and physiological waveform analysis to improve patient outcomes. I have also explored the use of deep learning techniques for disease diagnosis and prediction, including the detection of cardiac arrhythmias and Parkinson's disease. Additionally, my research has investigated the potential of wearable sensors and remote patient monitoring to enhance healthcare delivery. Through collaborations with clinicians and researchers, I have validated and translated my models into clinical practice. Overall, my goal is to leverage data-driven approaches to transform healthcare and improve patient care.

Current Appointments & Affiliations


Associate Professor in Surgery · 2024 - Present Trauma, Acute, and Critical Care Surgery, Surgery
Associate Professor in Anesthesiology · 2024 - Present Anesthesiology, Critical Care Medicine, Anesthesiology
Associate Professor of Biomedical Engineering · 2024 - Present Biomedical Engineering, Pratt School of Engineering
Associate Professor of Biostatistics & Bioinformatics · 2024 - Present Biostatistics & Bioinformatics, Division of Translational Biomedical, Biostatistics & Bioinformatics
Associate Professor in the Department of Electrical and Computer Engineering · 2024 - Present Pierre R. Lamond Department of Electrical and Computer Engineering, Pratt School of Engineering

In the News


Published January 30, 2025
AI-powered prediction model enhances blood transfusion decision-making in ICU patients
Published January 30, 2025
AI model predicts blood transfusion needs in ICU patients
Published October 3, 2024
Sepsis-Induced ARF Phenotypes Show Special Organ Injury Characteristics & Clinical Outcomes Differences

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Recent Publications


Clinical criteria for the definition of refractory septic shock: a joint Delphi consensus from the Society of Critical Care Medicine (SCCM) and European Society of Intensive Care Medicine (ESICM).

Journal Article Intensive Care Med · March 24, 2026 OBJECTIVE: A definition of refractory septic shock is necessary to guide diagnosis, management, prognostication, research, and future guidelines for this most severe form of the disease. We sought to achieve consensus on clinical criteria that would be use ... Full text Link to item Cite

Clinical Criteria for the Definition of Refractory Septic Shock: A Joint Delphi Consensus from the Society of Critical Care Medicine (SCCM) and European Society of Intensive Care Medicine (ESICM).

Journal Article Crit Care Med · March 24, 2026 OBJECTIVE: A definition of refractory septic shock is necessary to guide diagnosis, management, prognostication, research, and future guidelines for this most severe form of the disease. We sought to achieve consensus on clinical criteria that would be use ... Full text Link to item Cite

Predicting pulmonary hypertension in infants with bronchopulmonary dysplasia.

Journal Article J Perinatol · February 16, 2026 OBJECTIVE: Develop and validate predictive models for pulmonary hypertension (PH) in high-risk infants. STUDY DESIGN: We trained logistic regression (LR) and long short-term memory (LSTM) models using a multicenter cohort study of infants 22-28 weeks gesta ... Full text Link to item Cite
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Recent Grants


1/3 CTSA UM1 at Duke University

ResearchCore Co-Lead · Awarded by National Institutes of Health · 2025 - 2032

NCATS N3C Cancer Enclave

ResearchPrincipal Investigator · Awarded by Axle Informatics · 2025 - 2029

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Education


University of Ontario Institute of Technology (Canada) · 2016 Ph.D.
University of Ontario Institute of Technology (Canada) · 2011 M.S.
University of Ontario Institute of Technology (Canada) · 2009 B.H.S.

External Links


Kamaleswaran Lab