Replacing Stationary and Physical Activity Time Is Associated With 2-Year Improvements in Clinical Outcomes in Individuals With Varying Knee Osteoarthritis Severity
Bibliographic record
Abstract
BACKGROUND/OBJECTIVES: The purpose of this study was to investigate the longitudinal association of replacing stationary time (ST) with either light (LPA) or moderate-to-vigorous (MVPA) physical activity and replacing LPA with MVPA on 2-year clinical outcomes in individuals with varying severities of knee osteoarthritis. METHODS: This retrospective cohort study used isotemporal substitution models to investigate the association of replacing 10-60 min of ST with LPA or MVPA and of LPA with MVPA on Western Ontario and McMaster Universities Osteoarthritis Index pain, stiffness, function, and gait speed at 2 years. Device-based stationary and physical activities were monitored using accelerometry within the Osteoarthritis Initiative cohort (n = 848). All analyses were completed separately for mild-to-moderate (Kellgren-Lawrence grade = 1-2) and severe (Kellgren-Lawrence grade = 3-4) knee osteoarthritis groups. RESULTS: In individuals with mild-to-moderate osteoarthritis, substituting 30-60 min of ST or LPA with MVPA improved pain and gait speed at 2 years but worsened stiffness. Replacing 60 min of ST with LPA improved Western Ontario and McMaster Universities Osteoarthritis Index function. For severe osteoarthritis, substituting 30-60 min of ST or LPA with MVPA led to worsened Western Ontario and McMaster Universities Osteoarthritis Index pain and function at 2 years, whereas substituting ST or LPA with MVPA minimally impacted stiffness. Improvements in gait speed were observed with 10-to-60-min ST or LPA substitutions with MVPA. CONCLUSION: Stationary and physical activity substitutions had varying longitudinal effects in individuals with mild-to-moderate versus severe knee osteoarthritis. Individuals with mild-to-moderate and severe knee osteoarthritis may require differing physical activity prescription to improve functional and overall health outcomes. Significance/Implications: These findings underscore the importance of severity-specific physical activity recommendations to support clinical outcomes in knee osteoarthritis management.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".