Multi-horizon predictive models for guiding extracorporeal resource allocation in critically ill COVID-19 patients.
Extracorporeal membrane oxygenation (ECMO) resource allocation tools are currently lacking. We developed machine learning (ML) models for predicting COVID-19 patients at risk of receiving ECMO to guide patient triage and resource allocation.
Author(s): Xue, Bing, Shah, Neel, Yang, Hanqing, Kannampallil, Thomas, Payne, Philip Richard Orrin, Lu, Chenyang, Said, Ahmed Sameh
DOI: 10.1093/jamia/ocac256