Prediction of in-hospital hypokalemia using machine learning and first hospitalization day records in patients with traumatic brain injury.

The occurrence of hypokalemia following traumatic brain injury can be predicted by first hospitalization day records and machine learning algorithms. The logistic regression algorithm showed an optimal predicting performance verified by both internal and external validation.