Prediction of in-hospital mortality in patients on mechanical ventilation post traumatic brain injury: machine learning approach.

Machine learning based LR achieved good predictive performance for the prognosis in mechanically ventilated TBI patients. This study presents an opportunity to integrate machine learning methods in the trauma registry to provide instant clinical decision-making support.