Themodel identified critical predictors such as FFA, cardiogenic shock, HbA1c, ApoB,diuretic use, LVEF, BNP, BMI, Killip ≥II, and UA, highlighting themultifactorial complexity of MACEs risk. Here, APOB is linked to Shock.