Predicting hospital and emergency department utilization among community-dwelling older adults: Statistical and machine learning approaches.

Gradient boosted trees and simple neural networks yielded small performance benefits over logistic regression for predicting emergency department and hospital utilization among patients receiving publicly-funded home care. However, the performance benefits were of negligible clinical importance.