Identidad y territorio: La comunidad indígena de Mezcala
Bibliographic record
Abstract
Las defensa por la tierra ha representado para la comunidad de Mezcala, Jalisco, no sólo una forma para reforzar la identidad, sino que conlleva una lucha real y constante que puede llegar a amenazas directas a su forma de vida, e incluso a su vida misma. El hecho de hablar una lengua originaria y portar trajes tradicionales no hacen por sí solos una comunidad, pues la pertenenencia va mucho más allá de los aspectos fotografiables o contables o el reconocimiento de las instituciones. La identidad de esta comunidad, que ha vivido desde tiempos remotos en la Ribera del Lago de Chapala, se teje y sustenta en elementos tan válidos como aquéllos: la defensa de la tierra, su relación con el lago, el cuidado de la isla, la celebración de las fiestas, y ahora, un renovado contacto intergeneracional.
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 | 0.001 | 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 | 0.005 | 0.005 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.008 | 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".