Outdoor Physical Activity and Play Among Canadian Children and Youth With Disabilities During the COVID-19 Pandemic: Findings From the National Physical Activity Measurement Study
Bibliographic record
Abstract
This study explored the association between socioecological factors and outdoor physical activity (PA) and play in children with disabilities during the COVID-19 pandemic. Parents (N = 133) completed a survey to report changes in their child's outdoor PA and play during the pandemic (from prepandemic levels), and child, household, and neighborhood environment factors. Children with a PA-supporting parent and from multichild and White households had lower odds of reporting decreased outdoor PA. Children from multichild, higher income, married couple households and a PA-supporting parent had lower odds of decreased outdoor play. Living in neighborhoods with higher urbanization (i.e., high dwelling density, street intersections, and land-use mix) was associated with greater odds of decreased outdoor PA and play. Future research that uses larger and more representative samples of children with disabilities is needed to test for the multivariate effects of socioecological variables on outdoor PA and play.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 source (direct Gemma or distilled Codex), 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".