Circula : revue d'idéologies linguistiques. Numéro 12, La vulnérabilité linguistique
Bibliographic record
Abstract
Resumen: El actual contexto muestra una disminución de hablantes de las culturas étnicas primigenias.Se parte de datos estadísticos, marcos normativos internacionales y nacionales junto con la experiencia de hablantes indígenas, visto esto desde el modelo teórico ecológico que permite insertar el enfoque de los derechos humanos y el aprendizaje social.Se recolectó información a través de la revisión documental de escritos y audiovisuales dispuestos en Internet.El análisis se realizó de forma cualitativa a partir de la categoría de la vulnerabilidad de la lengua entendida como la fragilidad del ejercicio de la expresión verbal de la lengua materna de grupos originarios producida por el dominio circulante de otra lengua dado el reconocimiento que tiene.Se concluye la vulnerabilidad a la que es sometida la lengua.
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.
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 | 0.005 | 0.011 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.011 | 0.010 |
| Science and technology studies | 0.005 | 0.012 |
| Scholarly communication | 0.015 | 0.016 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.005 | 0.005 |
| Insufficient payload (model declined to judge) | 0.037 | 0.008 |
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".