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Receiver operating characteristic curves for the machine learning model and logistic regression in the training set. CatBoost, categorical boosting; GBDT, gradient boosting decision tree; LightGBM, light gradient boosting; AdaBoost, adaptive boosting; XGBoost, extremely gradient boosting; KNN, K-nearest neighbor; MLP, multilayer perceptron; LR, logistic regression. SVM, support vector machine.
