Participation in the Home Environment among Children and Youth with and without Disabilities
Bibliographic record
Abstract
Introduction: This study examines participation patterns and environmental supports and barriers for children with and without disabilities within their home setting. Method: The Participation and Environment Measure for Children and Youth (PEM-CY) is a newly developed, reliable parent/caregiver-report tool, which combines assessment of children's participation and the environment. The PEM-CY was completed online by 576 parents of children or youth (5 to 17 years old) with and without disabilities from Canada and the United States. ANOVA analyses were performed to examine group differences in PEM-CY summary scores. Item-level differences are presented descriptively using radar plots. Results: After controlling for age and income, significant differences between children with and without disabilities were observed for all home-based PEM-CY participation and environment summary scores. Differences between the two groups were also evident at the item level, particularly when comparing the percentage of children and youth who never participate in specific home-based activities and when comparing perceived barriers to participation. Conclusion: Although all children and youth participate frequently in home-based activities, those with disabilities tend to participate in less complex and quieter/sedentary activities. This, in addition to parental report of environmental barriers to participation, highlights the potential importance of home-based occupational therapy intervention to optimise participation in this setting.
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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 | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| 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".