Matthew M. Churpek

Matthew M. Churpek

Intensive Care Medicine
600 Highland Ave
Madison, WI 53792

Last Updated: 09/26/2026

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Found 231 publications

How Best to Explain Machine Learning Models to Clinicians: A User Study of Explanation Types.

How Best to Explain Machine Learning Models to Clinicians: A User Study of Explanation Types.

Journal: medRxiv : the preprint server for health sciences
Published: July 17, 2026

Early Nephrology Consultation and Acute Kidney Injury in Hospitalized Patients: A Randomized Clinical Trial.

Early Nephrology Consultation and Acute Kidney Injury in Hospitalized Patients: A Randomized Clinical Trial.

Journal: JAMA network open
Published: July 10, 2026

Personalized Oxygen Saturation Targets Compared to the Oxygen Saturation Experienced in Care Among Mechanically Ventilated Adults.

Personalized Oxygen Saturation Targets Compared to the Oxygen Saturation Experienced in Care Among Mechanically Ventilated Adults.

Journal: Annals of the American Thoracic Society
Published: February 20, 2026

Development and evaluation of a multi-source machine learning model to predict critical illness and death in patients with substance misuse.

Development and evaluation of a multi-source machine learning model to predict critical illness and death in patients with substance misuse.

Journal: JAMIA open
Published: January 28, 2026

Evaluating possible treatment effect heterogeneity in a randomized trial of milrinone versus dobutamine in cardiogenic shock.

Evaluating possible treatment effect heterogeneity in a randomized trial of milrinone versus dobutamine in cardiogenic shock.

Journal: Critical care (London, England)
Published: January 19, 2026

Novel Electronic Health Record-Based Data Commons for Pancreatic Cancer.

Novel Electronic Health Record-Based Data Commons for Pancreatic Cancer.

Journal: JCO clinical cancer informatics
Published: January 09, 2026

Ketamine or Etomidate for Tracheal Intubation of Critically Ill Adults.

Ketamine or Etomidate for Tracheal Intubation of Critically Ill Adults.

Journal: The New England journal of medicine
Published: December 10, 2025

Explainable multimodal deep learning models for variable-length sequences in critically ill patients.

Explainable multimodal deep learning models for variable-length sequences in critically ill patients.

Journal: Journal of biomedical informatics
Published: December 04, 2025

Clinical Implementation of an AI Algorithm for Substance Misuse Screening in Hospitalized Adults.

Clinical Implementation of an AI Algorithm for Substance Misuse Screening in Hospitalized Adults.

Journal: medRxiv : the preprint server for health sciences
Published: December 03, 2025

Designing Future Cardiac Arrest Trials to Accommodate Heterogeneous Treatment Effects.

Designing Future Cardiac Arrest Trials to Accommodate Heterogeneous Treatment Effects.

Journal: JACC. Advances
Published: November 24, 2025

Detecting stigmatizing language in clinical notes with large language models for addiction care.

Detecting stigmatizing language in clinical notes with large language models for addiction care.

Journal: npj health systems
Published: September 22, 2025

Detecting Stigmatizing Language in Clinical Notes with Large Language Models for Addiction Care.

Detecting Stigmatizing Language in Clinical Notes with Large Language Models for Addiction Care.

Journal: medRxiv : the preprint server for health sciences
Published: August 20, 2025
Showing 1-12 of 231

Last Updated: 09/26/2026