Development of the participation and environment measure for children and youth: conceptual basis
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
PURPOSE: The purpose of this paper is to describe the conceptual foundation of a new parent-report measure of the participation and environment of children and youth: the Participation and Environment Measure - Children and Youth version (PEM-CY). METHODS: The ICF-CY provided an initial conceptual framework. Results from a qualitative study to obtain parent perspectives and in-depth review of the literature were used to identify relevant dimensions, items and rating scales for measurement. RESULTS: Life situations, defined as sets of activity categories, were identified for three settings: home, school and community. Participation was operationalized as a multidimensional construct with three measurement dimensions: frequency, extent of involvement and desire for change. Parallel sets of items examining environmental factors that are perceived to help or facilitate participation were defined in relation to the typical activities of each setting. CONCLUSIONS: The PEM-CY provides a new measure of participation and environment that reflects the perspectives of parents of children and youth. The instrument will facilitate research and professional practice to understand and support the participation of children and youth with and without disabilities.
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 | 0.001 |
| 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