SHAP analysis further revealed: (1) Positive drivers: neutrophil percentage>90% contributed the highest SHAP value, suggesting intense inflammatory response as a core inducer of coagulopathy; A/G < 1.15 and ALT>33.4 U/L indicated liver dysfunction, associated with decreased coagulation factors. The gene discussed is GPT; the disease is blood coagulation disease.