Predicting the Risk of Inpatient Hypoglycemia With Machine Learning Using Electronic Health Records.

Advanced machine learning models are superior to logistic regression models in predicting the risk of hypoglycemia in inpatients with diabetes. Trials of such models should be conducted in real time to evaluate their utility to reduce inpatient hypoglycemia.