Vulnerabilidad sociohidrológica y capacidad adaptativa en la Alcaldía Cuajimalpa en la Ciudad de México
Bibliographic record
Abstract
La Ciudad de México (CDMX) enfrenta una situación de vulnerabilidad sociohidrológica (SHV) debido a la creciente escasez de agua. Este estudio evalúa la SHV de la Alcaldía de Cuajimalpa con base en la construcción social del espacio. El estrés hídrico y la capacidad adaptativa son elementos clave para comprender las condiciones materiales, ambientales y sociales de un territorio. Se propone una metodología mixta como eje de acción. El artículo enfatiza la importancia del conocimiento de la vulnerabilidad socio-hidrológica en zonas específicas como herramienta para comprender la dinámica espacial y la particularidad territorial.
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How this classification was reachedexpand
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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.002 |
| 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; both teacher heads agree on what is shown here.
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".