Coquelicot: Prediction of Physiological Deterioration and Mortality in Mechanically Ventilated Patients Admitted to the ICU
2021
Team Members:
- Andy S. Ding
- Madi Kusmanov
- Morgan Sanchez
- Yunru Chen
- Shreyash Sonthalia
- Timothy Bedard
Advisors:
- Pedro Mendez-Tellez, MD
- Kirby Gong
- Indranuj Gangan
- Raimond L Winslow, PhD
- Joseph L Greenstein, PhD
Abstract:
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.
