School participation, supports and barriers of students with and without 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
BACKGROUND: We compared school participation patterns of students ages 5-17 with and without disabilities and examined whether features of the school environment were perceived to help or hinder their participation. METHODS: Parents (n = 576) residing in the USA and Canada completed the Participation and Environment Measure for Children and Youth (PEM-CY) via the internet. RESULTS: Parents of students with disabilities reported that their children participated less frequently in school clubs and organizations and getting together with peers outside the classroom and that they were less involved in all school activities. Parents of students with disabilities also were significantly more likely to report that features of the environment hindered school participation and that resources needed to support their child's participation were not adequate. CONCLUSIONS: Parents of students with disabilities report that their children are participating less in important school-related activities. Barriers limiting school participation include features of the physical and social environment as well as limited resources.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| 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 it