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        <identifier>oai:figshare.com:article/33950995</identifier>
        <datestamp>2026-09-21T07:37:53Z</datestamp>
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          <dc:title>Prediction model for timing of independent walking on varied surface conditions in patients with early subacute stroke: A multicenter prospective study</dc:title>
          <dc:creator>Shuntaro Tamura (13132927)</dc:creator>
          <dc:creator>Hiroyuki Saito (1634731)</dc:creator>
          <dc:creator>Hiroki Iwamoto (13843356)</dc:creator>
          <dc:creator>Sota Kobayashi (513373)</dc:creator>
          <dc:creator>Yoshito Takahashi (4675366)</dc:creator>
          <dc:creator>Satoshi Hasegawa (277964)</dc:creator>
          <dc:creator>Shigeru Usuda (12913727)</dc:creator>
          <dc:subject>Medicine</dc:subject>
          <dc:subject>Environmental Sciences not elsewhere classified</dc:subject>
          <dc:subject>Biological Sciences not elsewhere classified</dc:subject>
          <dc:subject>Science Policy</dc:subject>
          <dc:subject>Stroke</dc:subject>
          <dc:subject>prognosis</dc:subject>
          <dc:subject>ambulation</dc:subject>
          <dc:subject>rehabilitation</dc:subject>
          <dc:subject>cohort studies</dc:subject>
          <dc:subject>models</dc:subject>
          <dc:description>&lt;p&gt;This study aimed to develop and internally validate a model predicting when patients with early subacute stroke achieve independent walking on multiple types of surfaces.&lt;/p&gt; &lt;p&gt;In this prospective multicenter observational study, adults admitted to rehabilitation wards for cerebral infarction or hemorrhage (April 2023-October 2025) were assessed. Walking independence was evaluated from 6 to 24 weeks after stroke onset using the Functional Ambulation Categories (FAC); FAC 5 indicated independent walking on multiple types of surfaces. A Cox proportional hazards model was developed using prespecified admission predictors: age, knee extension, Berg Balance Scale, Mini-Mental State Examination, visuospatial function, and continence. Missing data were multiply imputed. Internal validation used 200 bootstrap resamples.&lt;/p&gt; &lt;p&gt;Of 367 screened patients, 168 were analyzed (mean age 74.9 years). The cumulative achievement rate for FAC 5 plateaued at 51% by week 20. The model satisfied proportional hazards assumptions. Time-dependent area under the curve values ranged from 0.86 to 0.92. Calibration was favorable, with a slope of 0.92, expected/observed ratios of 1.00–1.03, and integrated calibration indices of 0.04–0.06.&lt;/p&gt; &lt;p&gt;A model based on routine assessments in the early subacute phase showed favorable internal performance in predicting the timing of independent walking across multiple surface conditions after stroke; however, external validation is required before clinical implementation.&lt;/p&gt;</dc:description>
          <dc:date>2026-09-21T07:37:53Z</dc:date>
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          <dc:identifier>10.6084/m9.figshare.33950995.v1</dc:identifier>
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          <dc:rights>CC BY 4.0</dc:rights>
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