Fig. 4

ROC curves for different machine learning models using both physiological and clinical features as inputs. The ROC curves for machine learning models were the average score of the results of a five-fold cross-validation. XGB, XGBoost; LR, Logistic Regression; RF, Random Forests; SVM, Support Vector Machine; KNN, k-Nearest Neighbor