ALB and Hyperkalemia: The final model (Model 3) identified four robust independent predictors alongside hypertension history: Killip class III/IV (OR = 2.99), elevated NEU% (OR = 1.05), Hyperkalemia (K+) (OR = 1.70), and higher serum Albumin (ALB) (OR = 0.92).