La pratique de l’ergothérapie en milieu scolaire au Québec
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
Des études ont démontré l’efficacité de l’ergothérapie en milieu scolaire. Or, une faible implantation de ces services au Québec est remarquée, attribuable à une méconnaissance de cette pratique professionnelle. Afin de mieux comprendre l’offre de services d’ergothérapie en milieu scolaire au Québec, une étude descriptive a été réalisée. Cinquante-trois ergothérapeutes exerçant en milieu scolaire ont rempli un questionnaire électronique. Les services d’ergothérapie en milieu scolaire au Québec seraient surtout disponibles dans la région de Montréal et organisés selon un modèle de services traditionnel. Mettre en place un modèle de services collaboratif permettrait de mieux répondre aux besoins des élèves.
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 | 0.011 | 0.004 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.001 | 0.003 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.003 | 0.009 |
| Insufficient payload (model declined to judge) | 0.012 | 0.043 |
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