La gentrificación como fenómeno de rehabilitación de núcleos urbanos degradados y su influencia sobre la actividad turísticas
Bibliographic record
Abstract
La gentrificación alude a los procesos de transformación de un área de clase trabajadora de la ciudad en una zona de clase media, para su uso residencial o comercial. Tiene lugar en áreas urbanas en las que una desinversión previa en infraestructuras ha generado vecindarios cuya renovación puede resultar muy lucrativa. La gentrificación puede crear como consecuencia destinos `` turistificados ́ ́ \ny la mutación del comercio de proximidad como motores para transformar el paisaje urbano. En Lanzarote, observamos como este fenómeno se produce en Arrecife Centro, en concreto, en la zona del Charco de San Ginés, con la nueva planificación urbanística, las zonas comerciales abiertas, la proliferación de viviendas vacacionales, en su mayoría ilegales, y el impulso del potencial cultural, comercial y turístico de la ciudad a través de varias acciones dinamizadoras.
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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 | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.006 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.009 | 0.001 |
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".