Real-Time Prediction of Sepsis in Critical Trauma Patients: Machine Learning-Based Modeling Study.

The machine learning-based model had good discrimination and calibration performance for sepsis prediction in critical trauma patients. Using the model in clinical practice might help to identify patients at risk of sepsis in a time window that enables personalized intervention and early treatment.