Risk-Specific Training Cohorts to Address Class Imbalance in Surgical Risk Prediction

Machine learning tools are increasingly deployed for risk prediction and clinical decision support in surgery. Class imbalance adversely impacts predictive performance, especially for low-incidence complications.