Ariel de Vidas Anath, Le Tonnerre n’habite plus ici : culture de la marginalité chez les Indiens teenek (Mexique) (préface de Nathan Wachtel), Éditions de l’École des hautes études en sciences sociales, coll. « Civilisations et Sociétés » 111, Paris, 2002, viii + 476 p., bibl., index, gloss., ill., photos
Bibliographic record
Abstract
Les Teeneks dont nous parle cet ouvrage ne sont pas plus de 43 000 individus et sont installés sur les collines des piémonts de la Sierra Madre orientale, dans le canton de Tantoyuca, au nord de Veracruz. Ces descendants de la culture huastèque ont vu leur parcours historique brisé une première fois par la colonisation aztèque et une deuxième fois par celle des Espagnols. Ils vivent actuellement dans une marginalisation complète par rapport aux Blancs, aux métis et aux Nahuas de la région. Il...
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.008 | 0.002 |
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".