Conceptual
Browse Instruct Curate

Clinical-Calculator-Integrated Sepsis Prediction via Temporal EHR Graphs

An early-sepsis-prediction framework that represents a patient's electronic health record as a dynamic temporal graph and learns to estimate and insert clinical calculators (such as the SOFA organ-dysfunction score) into the graph, even when component variables are missing. Learners see how grounding predictions in clinician-trusted calculators yields a transparent, interpretable model that outperforms opaque single-score approaches.