Déficience auditive en milieu scolaire canadien : conditions pour agir autrement
Bibliographic record
Abstract
Cet article aborde l’évolution de l’univers du handicap au Canada. Il présente en particulier l’expérience scolaire d’enfants vivant avec des incapacités auditives. Il montre l’intérêt d’aborder cette question complexe, car plusieurs enfants traversent une situation critique et souffrent de préjugés sociaux, de problèmes d’interaction, de difficultés d’intercompréhension parmi les pairs, etc. L’article rappelle l’histoire de l’expertise en déficience auditive dans un pays où les offres de services ont subi une transformation majeure en lien avec d’autres priorités dans l’éducation, comme dans la santé et les services sociaux. Il fournit des clés pour comprendre les enjeux et défis liés à l’inclusion et à la participation sociale de l’élève. Enfin, il propose des pistes pour analyser les processus de soutien au développement des compétences des élèves concernés.
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.
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 | 0.002 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.013 | 0.008 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.012 | 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 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".