Fig. 1

The study flow chart. (CPET, cardiopulmonary exercise testing; LR: Logistic Regression; XGBoost: Extreme Gradient Boosting; RF: Random Forest; Bagtree: Bagged Trees; SVM: Support Vector Machine; LDA: Linear Discriminant Analysis; AUC: area under the receiver operating characteristic curve; DCA: decision curve analysis)