Bibliographic record
Abstract
Tras la fundación de Patagonia sin Represas en 2007, asociación creada por Hernán Sandoval (ex embajador en Francia, Presidente de la ONG Chile Ambiente y decano de la Universidad de las Américas) para oponerse a la devastación de la Patagonia chilena por las multinacionales de la electricidad, una verdadera conciencia ecológica se ha desarrollado en Chile. Gracias también al apoyo internacional, en el cual ha participado Sens Public, los chilenos han conseguido detener el proyecto HydroAysén, que implicaba la construcción de inmensas represas destinadas a rapiñar una de las reservas de agua dulce más importantes del planeta. El nuevo gobierno de Michelle Bachelet, quien acaba de derrotar por segunda vez a los neo-pinochetistas del ahora ex-presidente Piñera, afirma que el proyecto no es realizable en su estado actual ni viable políticamente. Sin embargo la lucha de los ecologistas continúa pues, como Hernán Sandoval previene, « el capital está preparado para esperar durante años para imponerse… ».
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.022 | 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".