Fig. 3

The Receiver operating characteristic (ROC) curves of the twelve models. (A) Training cohort. (B) Validation cohort. (C) Prospective cohort. Note SVM, support vector machine; KNN, K-nearest neighbor; XGB, eXtreme gradient boosting; MLP, multi-layer perception.