T. Gupta

Towards Interpretable Risk: Multidimensional Context for ICU Mortality Predictions

ICU mortality models can achieve strong discrimination, yet a risk score alone provides limited context for patient-level interpretation. We developed a multidimensional prediction-context framework that complements a calibrated mortality estimate with model behavior, data availability, recent physiology, and model att...