Préférences pour l’origine des immigrants et en matière d’acculturation : l’effet structurant des conceptions de l’identité nationale au Québec
Bibliographic record
Abstract
Les Québécois ont-ils des préférences quant à l’origine des immigrants à admettre ? Quelles sont leurs attentes en matière d’acculturation ? Cette étude mobilise des données d’un sondage auprès de Québécois du groupe majoritaire afin d’explorer leurs préférences quant à l’origine des immigrants et l’acculturation. Elle explore ensuite la prévalence des conceptions civique, ethnique et culturelle de l’identité nationale chez ces Québécois et analyse la relation entre ces conceptions et les préférences exprimées. Les analyses montrent que bien que les Québécois ont généralement des opinions positives à propos de l’immigration, ces opinions ne sont pas généralisées aux immigrants en provenance de tous les pays.
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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 | 0.003 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.005 | 0.002 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 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".