La gobernanza ambiental y el capital comunitario en los conflictos socioambientales. Indagando alternativas a partir del caso de Putaendo, Chile (2000-2020)
Bibliographic record
Abstract
This document is the outcome of a research path that focused on understanding the socio-ecological interactions in the Chilean rural commune of Putaendo with the arrival of an international mining project. A relational analysis is presented between the categories: governance system, social capital and socio-environmental conflict. Putaendo is a rural and Andean commune of 17,000 inhabitants, located in a narrow valley of the same name in north-central Chile. Since 2008 it has lived within the list of communes in the Valparaiso region that have a decree of water shortage. In a scenario of prolonged drought, semi-arid climates and significant concentrations of copper and gold in the mountains, the Canadian company Andescopper seeks to carry out 350 exploratory drill holes in the high Putaendina mountain range, within a large 25-year extractive project.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".