ECMO PAL: using deep neural networks for survival prediction in venoarterial extracorporeal membrane oxygenation.

Andrew F StephensMichael ŠemanArne DiehlDavid PilcherRyan P BarbaroDaniel BrodieVincent PellegrinoDavid M KayeShaun D GregoryCarol Hodgsonnull null

Published in: Intensive care medicine (2023)

ECMO PAL is the first AI-powered ECMO survival score trained and validated on large international patient cohorts. ECMO PAL demonstrated high generalisability across ECMO regions and outperformed existing, widely used scores. Beyond ECMO, this study highlights how large international registry data can be leveraged for AI prognostication for complex critical care therapies.

Keyphrases

extracorporeal membrane oxygenation
acute respiratory distress syndrome
respiratory failure
neural network
artificial intelligence
mechanical ventilation
big data
machine learning
resistance training
intensive care unit