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Receiver operating characteristic curves of predictive models based on machine learning algorithms. (a) Training set; (b) test set. Abbreviations: AUC, the area under the receiver operating characteristic curves; XGBoost, extreme gradient boosting; SVM, support vector machine; KNN, k-nearest neighbor; LR, logistic regression; RF, random forest; LightGBM, light gradient boosting machine.
