Observational studyJournal of neurologic physical therapy : JNPT2026
Clustering of Sedentary Behavior and Longitudinal Changes in Patients With Stroke Undergoing Rehabilitation.
Observational study in Journal of neurologic physical therapy : JNPT, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.
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Who cites it
1 citing paper in PubMed.
- Robust Unsupervised Analysis of Longitudinal Functional Trajectories in Older Inpatients Reveals Stable Recovery Profiles: The AIRCOT Study.European journal of investigation in health, psychology and education · 2026Article
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17 authors.
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Abstract
background and purposeSedentary behavior (SB) is highly prevalent during stroke rehabilitation. Evaluating both the duration and pattern of SB may inform tailored interventions. This study aimed to classify patients with stroke undergoing inpatient rehabilitation into distinct subgroups based on multiple SB indicators at admission and examine their longitudinal changes in SB outcomes over a 1-month period.
methodsThis multicenter prospective longitudinal study was conducted across 14 rehabilitation hospitals in Japan. SB was objectively assessed using triaxial accelerometers at admission and at 1 month. K -means clustering was applied to the following 5 SB-related variables: short (<30 minutes), medium (30-59 minutes), and long (≥60 minutes) sedentary bout ratios; total SB time; and break frequency. Longitudinal changes were examined using generalized linear mixed models.
resultsA total of 420 participants (median age 71.0 years; 57.9% male) were enrolled. Clustering analysis identified 3 subgroups: low SB (n = 109), moderate SB (n = 196), and high SB (n = 115). Generalized linear mixed models showed significant main effects of time for most SB indicators, except the long SB bout ratio. Significant group × time interactions were observed for the short and medium SB bout ratios and break frequency in the low SB group and for the medium and long SB bout ratios in the high SB group ( P < 0.05). DISCUSSION AND
conclusionsThree distinct SB phenotypes were identified among patients with stroke during inpatient rehabilitation. Early behavioral profiling using SB indicators may support the development of individualized strategies to reduce sedentary time.
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