Fig.1.

Flowchart of the research process. LASSO least absolute shrinkage and selection operator, LR logistic regression analysis, GNB Gaussian Naive Bayes, SVM support vector machines, AUROC area under the receiver operating characteristic curve, DCA decision curve analysis