Language model-assisted label refinement for accurate sepsis detection from electronic health records
STRIDE, a machine-learning framework for sepsis detection across seven hospitals with a scalable approach to label quality, outperformed SOFA and Epic on discrimination and showed favorable calibration by Brier score, while retaining strong discrimination among SIRS-positive non-septic encounters.