Use of Machine-Learning Classifiers to Predict Requests for Preoperative Acute Pain Service Consultation

Abstract

Using historical data, machine-learning classifiers can predict which surgical cases should prompt a preoperative request for an APS consultation. Dimensional reduction improved computational efficiency and preserved predictive performance.