Machine Learning-based Derivation and External Validation of a Tool to Predict Death and Development of Organ Failure in Hospitalized Patients with COVID-19
- Yixi Xu ,
- Anusua Trivedi ,
- Nicholas Becker ,
- Marian Blazes ,
- Juan M. Lavista Ferres ,
- Dr. Aaron Lee ,
- W Liles ,
- Dr. Pavan Bhatraju
Scientific Reports |
COVID-19 mortality risk stratification tools could improve care, inform accurate and rapid triage decisions, and guide family discussions regarding goals of care. A minority of COVID-19 prognostic tools have been tested in external cohorts. Our objective was to compare machine learning algorithms and develop a tool for predicting subsequent clinical outcomes in COVID-19.