Community participation of youth with intellectual disability and autism spectrum disorder
Bibliographic record
Abstract
BACKGROUND: Community participation is associated with a range of positive developmental outcomes; however, the frequency, depth and resources associated with participation for youth with intellectual disability (ID) and autism spectrum disorder (ASD) are not well understood. METHOD: Caregivers of 212 youth with ASD and ID and only ID, aged 11-22 years, completed an online survey. Comparisons were made of caregiver reports of diversity and frequency of participation, levels of participation involvement and related environmental barriers and supports. RESULTS: The diversity and frequency of community participation of youth with ASD and ID approximated that of youth with ID only. Youth with ASD and ID were reported to be significantly less involved in the community activities in which they participated. Environmental features, and in particular, the social demands of community-based activities, were significant barriers to youths' participation. CONCLUSIONS: The current study highlights individual and environmental factors amenable to intervention that may foster successful community participation among youth with ASD and ID.
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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 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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".