Participation in Out-of-Home Environments for Young Children With and Without Developmental Disabilities
Bibliographic record
Abstract
This study examines caregivers' perceptions of participation patterns and environmental supports and barriers for young children with and without developmental disabilities within their child care/preschool and community settings. The Young Children's Participation and Environment Measure (YC-PEM) was completed by 151 parents of Singaporean children (0-7 years old) with and without developmental disabilities. Setting-specific summary and item-level scores of these children were compared using ANCOVA, Mann-Whitney U, and Pearson chi-square tests. Children with developmental disabilities had significantly lower participation and environment summary scores in both settings as compared with children without developmental disabilities (p < .05; [Formula: see text] = 0.03-0.31). Group differences were also evident at the item level, particularly when comparing the percentage of parents who desire change in their child's activity participation. Adequate financial support, public awareness, programs, and services have been identified as environmental factors that are potentially important to parents of children with developmental disabilities.
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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 | 0.000 | 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 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| 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".