El uso del español en el paisaje lingüístico de una pequeña ciudad canadiense
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
In Canada the presence of one, other, or both of the official languages of the country implies the demographic presence of a particular ethnolinguistic group, either Anglophones or Francophones, in a specific region. However, Canada is also a multicultural country with a varied ethnolinguistic population where the presence or absence of a non-official language seems to reflect the strength or weakness of an ethnolinguistic group within the society (Landry & Bourhis, 1997; Huebner, 2006). With an ethnographic and sociolinguistics approach, this study shows that in Leamington, Ontario, there is a multilingual landscape and that the use of Spanish in different, but specific, domains manifests the existence of subjective ethnolinguistic vitality of a group, Mexican agricultural temporary workers, that has been institutionally discriminated and perceived as inexistent and socially invisible.
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 | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 it