Bibliographic record
Abstract
L’histoire récente du Chili est liée à l’exploitation minière. Dans les régions du nord du pays, l’expansion minière a généré de profondes transformations environnementales et des changements sociaux dans les communautés autochtones qui habitent ces régions. À travers une série de vignettes, j’explore les camps miniers abandonnés d’Ollagüe, une communauté quechua située dans les hautes terres (puna) du nord du Chili. Les ruines de l’industrie du soufre permettent d’explorer l’histoire profonde de ces changements socioéconomiques. Je propose une exploration des vibrances volcaniques, les volcans étant compris ici comme des espaces culturels de production minière, comme des espaces naturels qui témoignent des changements et des impacts de l’industrie du soufre et comme des entités vivantes dont la rébellion contre la domestication humaine a façonné la sociabilité entre la communauté locale et eux.
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 | 0.001 |
| Science and technology studies | 0.007 | 0.034 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.007 | 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".