Figure 1.

The flow chart of developing machine learning models.

Note: The processed patient data were randomly divided into the training and testing sets in the ratio of 9:1, followed by the learning and evaluation steps.

Abbreviations: LR, logistic regression; BPNN, back-propagation neural network; SVM, support vector machine; AUC, area under the receiver operating characteristic curve.