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Prediction of Neurologic Injury in Pediatric ECMO

Team: Team Beaver

Project Description:

Pediatric extracorporeal membrane oxygenation (ECMO) is used in emergent cases to provide life support for critically ill patients under the age of 17. However, there is a high mortality rate of pediatric ECMO patients (40%) which has mainly been attributed to the risk of acute neurologic injury. The purpose of this study is to analyze and predict neurologic injury through the development of a supervised machine learning model using data from the Pediatric ECMO Outcomes Registry (PEDECOR) database.

Project Photo:

Student Team Members

Henry Noren
Disha Mishra
Priya Prathima
Louise Lu
Yang Miao
Yongzhi Sun

Course Faculty

Project Mentors, Sponsors, and Partners

Dennis Leung

Project Video

JHU BME Design Day 2022 presentation of Team Beaver’s project “Predicting Neurologic Injury in Pediatric ECMO,” for Precision Care Medicine.