A novel electronic health record-based, machine-learning model to predict severe hypoglycemia leading to hospitalizations in older adults with diabetes: A territory-wide cohort and modeling study.

Mai Shi Aimin Yang Eric S H Lau Andrea On Yan LukRonald C W MaAlice Pik-Shan KongRaymond S M WongJones C M ChanJuliana Chung Ngor Chan Elaine Y K Chow

Published in: PLoS medicine (2024)

Our novel-ML model demonstrated good discrimination and high precision in predicting one-year risk of SH requiring hospitalization. This may be integrated into EHR decision support systems for preemptive intervention in older adults at highest risk.

Keyphrases

electronic health record
machine learning
type diabetes
physical activity
randomized controlled trial
clinical decision support
glycemic control
cardiovascular disease
adverse drug
artificial intelligence