Development and validation of prediction models for mechanical ventilation, renal replacement therapy, and readmission in COVID-19 patients.

Victor Alfonso RodriguezShreyas BhaveRuijun ChenChao PangGeorge HripcsakSoumitra SenguptaNoemie ElhadadRobert GreenJason AdelmanKatherine Schlosser MetitiriPierre EliasHolden GrovesSumit MohanKarthik NatarajanAdler Perotte

Published in: Journal of the American Medical Informatics Association : JAMIA (2021)

We develop and validate prognostic models targeting MV, RRT, and readmission for hospitalized COVID-19 patients which produce accurate, interpretable predictions. Additional external validation studies are needed to further verify the generalizability of our results.

Keyphrases

mechanical ventilation
sars cov
acute respiratory distress syndrome
intensive care unit
acute kidney injury
respiratory failure
cancer therapy
high resolution
extracorporeal membrane oxygenation
case control
drug delivery