Pratiques, attitudes et représentations linguistiques à Riverview, Nouveau-Brunswick
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
New Brunswick is one of the ten provinces of Canada. It has the particularity of being the only one that is officially bilingual. This makes its linguistic situation unique in Canada. English and French are nevertheless not equally represented on this territory. We went to Riverview, a town that has only 8% of French speakers, against 92% of English speakers, to see what people think of this situation and how they deal with it in their everyday life. As we will see, almost all French speakers are bilingual. On the contrary, this is not the case for the English speakers. We will see that, even though English speakers expect French speakers to speak English to them and have sometimes a bad opinion of French and French speaking people, they tend to wish that the situation evolves to a more equal bilingualism. Also, they seem to be affected by the lack of means being at their disposition to learn French correctly.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.003 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.009 | 0.045 |
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