GPT and hemorrhage: Out of the 27 clinical indicators, XGBoost identified 13 distinguished variables predisposing to hemorrhage in patients, including lowest blood platelet count, BMI, APTT, TT, D-dimer, lowest hemoglobin, creatinine, INR, ALT, AST, hemorrhage history, BUN and apoplexy.