La gobernanza ambiental y el capital comunitario en los conflictos socioambientales. Indagando alternativas a partir del caso de Putaendo, Chile (2000-2020)
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
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.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 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 it