Fig. 8

Feature importance ranking and correlation direction of predictors based on SHAP analysis.The vertical axis displays feature information and the horizontal axis displays SHAP data. The correlation between the predictor and PSD risk was shown using two distinct colors, where pink indicated a positive correlation and blue indicated a negative correlation.