Christopher J. Winslow

Christopher J. Winslow

Pulmonary Medicine | Physiatry | Intensive Care Medicine

1000 Central St.
Suite 615
Evanston, IL 60201

Last Updated: 09/26/2026

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Found 20 publications

Development and external validation of a machine learning model to predict high flow nasal cannula failure.

Development and external validation of a machine learning model to predict high flow nasal cannula failure.

Journal: BMJ open respiratory research

Published: April 02, 2025

Multicenter Development and Prospective Validation of eCARTv5: A Gradient-Boosted Machine-Learning Early Warning Score.

Multicenter Development and Prospective Validation of eCARTv5: A Gradient-Boosted Machine-Learning Early Warning Score.

Journal: Critical care explorations

Published: March 26, 2025

Development and Validation of a Machine Learning Model for Early Detection of Untreated Infection.

Development and Validation of a Machine Learning Model for Early Detection of Untreated Infection.

Journal: Critical care explorations

Published: October 11, 2024

Causes, Diagnostic Testing, and Treatments Related to Clinical Deterioration Events Among High-Risk Ward Patients.

Causes, Diagnostic Testing, and Treatments Related to Clinical Deterioration Events Among High-Risk Ward Patients.

Journal: Critical care explorations

Published: October 02, 2024

Development and Validation of a Machine Learning COVID-19 Veteran (COVet) Deterioration Risk Score.

Development and Validation of a Machine Learning COVID-19 Veteran (COVet) Deterioration Risk Score.

Journal: Critical care explorations

Published: July 19, 2024

Multicenter Development and Prospective Validation of eCARTv5: A Gradient Boosted Machine Learning Early Warning Score.

Multicenter Development and Prospective Validation of eCARTv5: A Gradient Boosted Machine Learning Early Warning Score.

Journal: medRxiv : the preprint server for health sciences

Published: April 02, 2024

Causes, Diagnostic Testing, and Treatments Related to Clinical Deterioration Events among High-Risk Ward Patients.

Causes, Diagnostic Testing, and Treatments Related to Clinical Deterioration Events among High-Risk Ward Patients.

Journal: medRxiv : the preprint server for health sciences

Published: February 19, 2024

The Impact of a Machine Learning Early Warning Score on Hospital Mortality: A Multicenter Clinical Intervention Trial.

The Impact of a Machine Learning Early Warning Score on Hospital Mortality: A Multicenter Clinical Intervention Trial.

Journal: Critical care medicine

Published: April 22, 2022

Identifying infected patients using semi-supervised and transfer learning.

Identifying infected patients using semi-supervised and transfer learning.

Journal: Journal of the American Medical Informatics Association : JAMIA

Published: February 28, 2022

Identifying High-Risk Subphenotypes and Associated Harms From Delayed Antibiotic Orders and Delivery.

Identifying High-Risk Subphenotypes and Associated Harms From Delayed Antibiotic Orders and Delivery.

Journal: Critical care medicine

Published: May 03, 2021

Determining the Electronic Signature of Infection in Electronic Health Record Data.

Determining the Electronic Signature of Infection in Electronic Health Record Data.

Journal: Critical care medicine

Published: April 16, 2021

Less is more: Detecting clinical deterioration in the hospital with machine learning using only age, heart rate, and respiratory rate.

Less is more: Detecting clinical deterioration in the hospital with machine learning using only age, heart rate, and respiratory rate.

Journal: Resuscitation

Published: March 25, 2021

Showing 1-12 of 20

Last Updated: 09/26/2026