Vers un nouveau régime de migration francophone internationale et interprovinciale du Québec vers l’Ontario (1991-2016)
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 cours des dernières décennies, la composition des flux migratoires francophones entrants de l’Ontario s’est transformée. S’appuyant sur des analyses quantitatives produites à partir des recensements canadiens de 1991 à 2016, les auteurs tentent de mettre en lumière ce qui caractérise ces nouvelles configurations. Pour y parvenir, ils s’intéressent à la provenance de ces migrants (Québec, Canada ou de pays étrangers). Ils cherchent, de surcroît, à comprendre l’évolution de la composition de ces flux migratoires et les nouvelles trajectoires qui en émergent. Les auteurs proposent une typologie des régimes migratoires franco-ontariens permettant de nuancer les hypothèses mettant en valeur l’importance de la continuité canadienne-française, tout comme celles cherchant plutôt à n’y voir que rupture.
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 it