Statistical analysis
Normally distributed continuous data were expressed as the mean with standard errors. To analyze all non-normal homogeneous distributions' continuous characteristics, the Wilcoxon rank sum test was used, which is expressed as the median and interquartile range (IQR). Chi-square analysis or Fisher's exact tests were used to analyze categorical features expressed in frequencies (percentages). Outliers for features will be removed. The imbalance in the distribution of data structures is solved by the SMOTE (synthetic minority oversampling technique) method. The R packages “Nortest” and “CBCgrps” were used for univariate analysis. The RFE function was used for the filtering feature (fivefold cross-validation). Receiver operating characteristic (ROC) mapping and AUC calculation are performed by the “pROC” package, and the interpretability analysis is performed by the “shapviz” package in R (version 4.2.0), data visualization is carried out with the ggplot2 package, and a value of 