Development and validation of a machine learning-based prediction model for near-term in-hospital mortality among patients with COVID-19.

Prathamesh ParchureHimanshu N JoshiKavita DharmarajanRobert M FreemanDavid L ReichMadhu MazumdarPrem TimsinaArash Kia

Published in: BMJ supportive & palliative care (2020)

Our ML-based approach can be used to analyse electronic health record data and reliably predict near-term mortality prediction. Using such a model in hospitals could help improve care, thereby better aligning clinical decisions with prognosis in critically ill patients with COVID-19.

Keyphrases

electronic health record
machine learning
healthcare
preterm infants
clinical decision support
gestational age
adverse drug
palliative care
cardiovascular events
big data
quality improvement
artificial intelligence
pain management
type diabetes