Quand la perception teinte la relation : regards d’acteurs et d’actrices scolaires sur des familles d’immigration récente ayant un∙e enfant considéré∙e en situation de grand retard scolaire
Bibliographic record
Abstract
Plus du quart des élèves du Centre de services scolaire de Montréal sont né∙e∙s à l’extérieur du Canada. Parmi eux, plusieurs sont considéré∙e∙s en situation de grand retard scolaire (SGRS). Nous nous sommes intéressées aux relations école-famille du point de vue d’acteurs et d’actrices scolaires (n=15), soit à leur perception des familles immigrantes nouvellement arrivées ayant un∙e enfant en SGRS et à leur collaboration avec celles-ci. L’analyse menée permet de mettre en lumière de quelles manières le regard posé sur les familles par les acteurs et d’actrices scolaires influence la relation qu’ils et elles construisent avec celles-ci.
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 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 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 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".