Fig. 3

The receiver operating characteristic (ROC) curves for the seven models in the validation set. SVM: support vector machine; XGBoost: Extreme Gradient Boosting; LR: logistic regression; KNN, k-nearest neighbors; ANN: artificial neural network; AUC: area under the curve.