Prediction of Physiological Deterioration and Mortality in Mechanically Ventilated Patients Admitted to the ICU

Team: Precision Care Medicine: Coquelicot

Program: Biomedical Engineering

This project aims to developing models for predicting ventilator-associated organ dysfunction and mortality for improved care of ventilated patients.


Pedro Mendez-Tellez, MD
Kirby Gong
Indranuj Gangan
Raimond L Winslow, PhD
Joseph L Greenstein, PhD

Team Members

Project Links

Although mechanical ventilation is a life-saving intervention that can maintain oxygenation in a critically ill patient, it can also lead to systemic inflammation and multi-organ dysfunction. The goal of our project is to build classification models using available features from patient electronic health records to predict physiological deterioration/organ dysfunction and mortality. This will ultimately aid in early detection and intervention for high risk patients in the ICU.