Imagen e ideología en el gobierno de la ciudad: los casos de Montpellier (Francia) y Pereira (Colombia)
Bibliographic record
Abstract
Las intervenciones sobre el espacio urbano tienden a hacer parte de las agendas políticas locales que buscan crear una imagen atractiva de la ciudad, en un marco de competición interurbana. En este artículo se presenta el resultado de una aproximación antropológica a dos operaciones urbanísticas en dos ciudades intermedias de Francia (Montpellier) y Colombia (Pereira), que transformaron el espacio urbano y favorecieron un proyecto de producción de imagen promocional de la ciudad. Se sostiene que estas acciones públicas urbanísticas obedecen a regímenes ideológicos de orientación neoliberal, que inciden en la concepción del espacio. Entre los resultados se destaca que a pesar de la existencia de formas de gobierno centradas en principios ideológicos similares, en cada ciudad, los espacios transformados revelan modalidades diversas de construcción de la imagen, cada una propia de una versión particular de modernidad.
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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 | 0.002 | 0.002 |
| Science and technology studies | 0.011 | 0.009 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| 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".