TCCC Decision Support With Machine Learning Prediction of Hemorrhage Risk, Shock Probability.

Participatory design ensured 4TDS and machine learning models reflect medic and clinician mental models and work processes and built support among potential users should the system transition to operational use. Validation results can support 4TDS readiness for FDA 510k clearance as a Class II medical device.