Modos de mercantilización del agua: Un análisis de contraste sobre la regulación desde el Estado y la visión pro empresarial en boga
Bibliographic record
Abstract
A partir de una reflexion teorica, este articulo presenta una revision sobre casos de gestion neoliberal del agua en paises desarrollados. A partir de ello, establecemos una relacion de contraste -no comparativa - con otros tres casos de gestion del servicio de agua en paises de America Latina. El objetivo es discutir el proceso de modernizacion del estado latinoamericano respecto a la gestion de los recursos hidricos y explorar hipotesis que expliquen por que las administraciones de America Latina se modernizaron siguiendo un ejemplo externo que, en algunos casos, no consideraba el contexto local. Concluimos que la gestion pro empresarial de los servicios publicos de agua es causa de multiples conflictos sociales en diversas regiones y, en cierto sentido, usufructuan dichas coyunturas para establecer nuevos esquemas decisionales de gestion estrategica
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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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.012 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.005 |
| 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 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".