Language Attitudes Towards the Hubei Dialect: The Case of Hubei Migrants in Canton
Bibliographic record
Abstract
In this paper, after describing the organization of linguistic repertoire and linguistic practices of migrants from Hubei, living and / or working in Canton, we try to find out the reason why they are true or not to their original language who assumes notably a vernacular function and has a very limited social profitability in linguistic market. Keywords: language attitudes; Hubei dialect; migrants from Hubei; Canton Resume: Dans ce texte, apres avoir decrit l’organisation du repertoire linguistique et les pratiques linguistiques des migrants du Hubei, vivant et/ou travaillant a Canton, on pose la question de savoir pour quelles raisons ils sont fideles ou non a leur langue d’origine qui assure notamment une fonction vernaculaire et possede une rentabilite sociale tres limitee sur le marche linguistique. Mots-cles: attitudes linguistiques; dialecte du Hubei; migrants du Hubei; Canton
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.006 | 0.003 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".