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

Team Members:
  • Andy S. Ding
  • Madi Kusmanov
  • Morgan Sanchez
  • Yunru Chen
  • Shreyash Sonthalia
  • Timothy Bedard
  • Pedro Mendez-Tellez, MD
  • Kirby Gong
  • Indranuj Gangan
  • Raimond L Winslow, PhD
  • Joseph L Greenstein, PhD


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

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.

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