CONSTITUTIONAL CHALLENGES OF THE SOUTH: INDIGENOUS WATER RIGHTS IN CHILE - ANOTHER STEP IN THE “CIVILIZING MISSION?
Bibliographic record
Abstract
This article explores the struggles of indigenous rights based on the adoption of the 1980 Chilean Constitution, under an authoritarian frame, that resulted in water being considered as a commodity and, therefore, subject to radical market rules that serves as a relevant local example in conflict with ratified international treaties. The argument proposes a critical approach to establish a continuum of the recurring rejection of the ancestral beliefs of Indigenous People since colonial times. In light of the actual constituent process for drafting a new constitution in Chile (2015), the article evaluates the emancipatory potential of Chile’s early sovereignty proposal on natural resources and later articulations of water as a human right. The argument assesses the possibility of including alternative views in the constituent debate over water, under the light of Third World Approaches to International Law [TWAIL] and Latin American International Law [LAIL] legal scholarship, aiming to find space in the Chilean constitutional realm for non-extractive perspectives.
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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 | 0.004 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.009 | 0.031 |
| Scholarly communication | 0.009 | 0.006 |
| Open science | 0.001 | 0.009 |
| Research integrity | 0.002 | 0.006 |
| Insufficient payload (model declined to judge) | 0.005 | 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".