Improving the delivery of palliative care through predictive modeling and healthcare informatics.

Dennis H MurphreePatrick M WilsonShusaku W AsaiDaniel J QuestYaxiong LinPiyush MukherjeeNirmal ChhuganiJacob J StrandGabriel DemuthDavid MeadBrian WrightAndrew HarrisonJalal SoleimaniVitaly HerasevichBrian W PickeringCurtis B Storlie

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

A machine learning model can effectively predict the need for an inpatient PC consult and has been successfully integrated into practice to refer new patients to PC.

Keyphrases

palliative care
healthcare
machine learning
end stage renal disease
ejection fraction
newly diagnosed
primary care
chronic kidney disease
mental health
advanced cancer
prognostic factors
big data
patient reported outcomes
deep learning
electronic health record