Community Fitness Programs: What Is Available for Children and Youth with Motor Disabilities and What Do Parents Want?
Bibliographic record
Abstract
BACKGROUND: Physical activity is recognized as a rehabilitation approach for individuals with motor disabilities. OBJECTIVES: To determine whether community fitness programs were accommodating children and youth with motor disabilities, and to understand family perspectives on important outcomes related to fitness programs. DESIGN: Telephone survey and qualitative interviews. PARTICIPANTS AND SETTINGS: Representatives of 61 fitness programs/facilities and 13 parents of children with motor disabilities. METHODS: Telephone survey (facilities) and qualitative interviews (parents). RESULTS: 24.6% of programs reported lack of wheelchair accessibility. Only 9.8% of programs and facilities required their staff to have training to support individuals with disabilities. Parents discussed barriers, including lack of staff support and challenges with finding information about community programs. Parents focused on the social benefits of fitness programs. CONCLUSIONS/SIGNIFICANCE: Additional efforts toward reducing access barriers are needed. Parents' focus on social outcomes has direct implications on the design and evaluation of fitness programs.
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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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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".