Factors Influencing the Physical Activity Levels of Youths with Physical and Sensory Disabilities
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This study examined gender, disability type, age, and specific diagnostic category in relation to habitual physical activity levels (HPA), perceived fitness (PF), and perceived participation limitations (PPL) of youths, ages 6 to 20 years, in Ontario, Canada. Data collected through a mailed survey (Longmuir & Bar-Or, 1994) were reanalyzed using ANOVA and chi square statistics to provide new information. The 458 girls and 499 boys were classified by disability type: physical, chronic medical, visual, and hearing. Significant differences ( p < .01) were between (a) HPA and disability type, specific diagnostic category, and age; (b) PF and disability type; and (c) PPL and disability type. Gender did not influence the results. Youths with cerebral palsy, muscular dystrophy, and visual impairment had the most sedentary lifestyles.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 |
| 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 it