This study systematically integrated multidimensional clinical indicators including stroke subtype, age, albumin levels, white blood cell count, and ADL scores to construct a validated predictive nomogram for PI risk stratification in stroke rehabilitation patients. Here, ALB is linked to stroke disorder.