Figure 6

SHAP dependence plot for key variables. The impact of the top five variables (HGB, NT-proBNP, Smoking history, NYHA classification, LVEF) ranked by importance, along with the variables most associated with their respective interactions on the SHAP values. Each point represents an individual patient in the dataset.