Machine Learning Differentiates Extracorporeal Membrane Oxygenation Mortality Risk Profiles Among Trauma Patients.

Bryan R CampbellAlexandra S Rooney Andrea KrzyzaniakRichard Y CalvoKyle D ChecchiAlexandra S RooneyMichael J SiseVishal BansalMichael J Krzyzaniak

Published in: The American surgeon (2024)

Machine learning compliments traditional analyses by identifying unique mortality risk profiles for trauma patients receiving ECMO. These details can further inform treatment guidelines, clinical decision making, and institutional criteria for ECMO usage.

Keyphrases

extracorporeal membrane oxygenation
trauma patients
machine learning
acute respiratory distress syndrome
decision making
respiratory failure
artificial intelligence
big data
mechanical ventilation
deep learning
combination therapy