Repenser l’accompagnement des stagiaires en travail social en situation de handicap
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
Au sein des universités québécoises, les étudiants faisant partie de la population dite « émergente » sont maintenant plus nombreux que leurs homologues ayant des incapacités physiques à poursuivre des études universitaires. À l’Université du Québec à Chicoutimi c’est au sein de l’Unité d’enseignement en travail social que se retrouve la plus grande proportion d’ÉSHÉ. Les défis variés auxquels se heurtent ces étudiants ayant des troubles mentaux ou neurodéveloppementaux lors de leur formation théorique ont tendance à s’accentuer lors des stages, conduisant à des situations d’abandon, de prolongation ou d’échecs. L’objectif de cet article est de décrire la structure d’accompagnement mise en place afin de soutenir ces étudiants en travail social.
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 | 0.001 | 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) | 0.016 | 0.001 |
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