From Clinical Risk Prediction to Operational Decisions: An Uncertainty-Aware Framework for ICU Staffing

Advances in electronic health records (EHR) and large-scale critical care databases have enabled the development of machine learning models for the early detection of patient deterioration. While these models often achieve strong predictive performance for outcomes such as sepsis and mortality, most