Since hypoalbuminemia is frequently observed in clinical scenarios such as chronic liver disease, malnutrition, and severe inflammation [28,29,30,31,32], accurate model selection under abnormal albumin levels is critical to avoid dosing errors and ensure therapeutic efficacy. Here, ALB is linked to nutritional deficiency disease.