Nuevos usos contra acuerdos precedentes en la cuenca internacional del río Colorado: la cervecera Constellations Brands
Bibliographic record
Abstract
En el marco de las cuencas internacionales y su relación de codependencia y negociación en la relación limítrofe entre México y Estados Unidos, el control, administración y distribución del recurso hídrico es parte fundamental de la construcción social del espacio. La pretensión de abrir una empresa cervecera de capital estadounidense ha generado una movilización social significativa en su contra. Tras la realización de una consulta cuyo resultado es contrario a la apertura de la planta, el hecho se ha enmarcado como parte de una política del gobierno federal en contra de las inversiones. Sin embargo, el proceso es de mayor complejidad, por lo que la observación desde el ámbito de la relación entre cuenca internacional y región permite entender el impacto de un vínculo construido de larga duración.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.006 | 0.004 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 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".