Abstract
ABSTRACT
Background and Purpose
This study sought to develop and validate a predictive model integrating the Braden scale to forecast the recovery of activities of daily living (ADL) in patients with post‐stroke hemiplegia. Additionally, it aimed to evaluate the effectiveness of a comprehensive rehabilitation program.
Methods
A retrospective analysis was conducted on 324 patients with hemiplegic stroke admitted to our hospital between August 2023 and August 2025. Candidate variables were selected from demographics, comorbidities, neuroimaging features, laboratory findings, early treatment, complications, Braden scale scores and ADL assessments. Patients were categorized into low and high ADL recovery groups based on the median post‐treatment ADL score. A logistic regression model was developed and presented as a nomogram. Model performance was assessed using receiver operating characteristic (ROC) analysis, calibration curves, and decision curve (DCA) analysis, followed by internal validation. Additionally, in a subgroup of 82 patients who underwent comprehensive rehabilitation, detailed functional assessments including motor function, balance, walking ability, and activity of daily living (ADL) were conducted before and after intervention.
Results
A total of 324 patients with post‐stroke hemiplegia were included in the analysis. Comparative analysis between the high and low ADL recovery groups revealed that the high recovery group was significantly younger (
p
p
= 0.003), higher albumin (ALB,
p
p
= 0.039), a lower rate of multi‐lesion involvement (
p
p
= 0.019), a lower incidence of infection (
p
p
= 0.021), higher baseline ADL scores at admission (
p
p
N
= 82), significant post‐treatment improvements were observed in motor function (upper limb
p
p
= 0.002, lower limb
p
p
p
p
Discussion
The findings indicate that sex, incidence of infection, thrombolysis, and the post‐treatment Braden scale were independent predictors of ADL recovery. Moreover, the comprehensive rehabilitation program was associated with significant functional improvements in motor skills, balance, ADL, and walking proficiency.