Multi-horizon predictive models for guiding extracorporeal resource allocation in critically ill COVID-19 patients.

Bing XueNeel ShahHanqing YangThomas G Kannampallil Philip Richard Orrin PayneChenyang LuAhmed Sameh Said

Published in: Journal of the American Medical Informatics Association : JAMIA (2023)

We developed a multi-horizon model, ForecastECMO, with high performance in identifying patients receiving ECMO at various prediction horizons. This model has potential to be used as early alert tool to guide ECMO resource allocation for COVID-19 patients. Future prospective multicenter validation would provide evidence for generalizability and real-world application of such models to improve patient outcomes.

Keyphrases

extracorporeal membrane oxygenation
sars cov
acute respiratory distress syndrome
respiratory failure
intensive care unit
climate change
double blind