Figure 4

Overall flowchart of whole process. The workflows of both logistic regression (LR) and machine learning (ML) were separately processed in the same model development (MD) set. The whole process was repeated 200 times for reducing the selection bias which occurred during random split with test set and MD set. MD, model development; LR, logistic regression; Auto ML, automated machine learning; AUC, area under the receiver operating curve.