Comparison of logistic regression and machine learning methods for predicting postoperative delirium in elderly patients: A retrospective study.

The optimal application of the logistic regression model could provide quick and convenient POD risk identification to help improve the perioperative management of surgical patients because of its better sensitivity, fewer variables, and easier interpretability than the machine learning model.