This exclusion was implemented to minimize confounding by pre-existing renal impairment, as CKD patients have altered baseline creatinine and albumin levels that could independently influence both CAR values and mortality risk, thereby obscuring the true association between CAR and outcomes in sepsis-associated AKI. Here, ALB is linked to chronic kidney disease.