The SHAP summary plot revealed distinct value–impact relationships: higher values of features like tumor capsule and body weight were associated with decreased recurrence risk (negative SHAP values), while lower values of HBV-DNA, CA125, and tumor maximum diameter corresponded to decreased risk (positive SHAP values). The gene discussed is MUC16; the disease is neoplasm.