Enhancing preoperative risk stratification: an interpretable machine learning model for ICU admission in spinal metastasis surgery

This study presents validated ML models specifically designed for ICU admission prediction following spinal metastasis surgery, with the KNN model performing satisfactory performance and demonstrating strong potential for clinical implementation.