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

IMPORTANCE: 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. OBJECTIVE: To evaluate risk-prediction model performance when trained on ri...

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