Johns Hopkins
Engineering Design Day

Tuesday, May 4, 2021

The Johns Hopkins Engineering community is creating a better future, translating theoretical knowledge into real-world solutions.


Join us on Tuesday, May 4 for a virtual celebration showcasing student innovation and creativity at Hopkins Engineering annual Design Day!

design projects

engineering students

project directors

Design Day Projects

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.


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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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