Background The subacute phase is a key period for stroke recovery, yet there is a lack of simple and effective indicators to predict rehabilitation outcomes. This study aims to develop and validate a predictive model for assessing patients’ activities of daily living (ADL) recovery at 3 months, providing valuable insights to guide clinical rehabilitation decisions. Methods This retrospective cohort study included patients admitted to rehabilitation within 7 to 30 days after their first stroke. D