Identidad y territorio: La comunidad indígena de Mezcala
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
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.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.006 |
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