La diversidad y los usos mixtos en los entornos culturales y creativos como impulsores de la participación ciudadana y la sostenibilidad: análisis del St. George’s Cultural Quarter (Leicester, Reino Unido)
Bibliographic record
Abstract
Cultural and creative urban areas are fundamental in our cities for cultural development and the promotion of creativity in the city. This research aims to examine the importance of diversity and mixed uses in these areas, focusing on the case study of the St. George’s Cultural Quarter in Leicester, United Kingdom. It highlights how the combination of different cultural and creative activities, together with the diversity of actors involved in them, contributes to the promotion of citizen participation and the revitalisation of an area. Through a detailed analysis of this case study, successful strategies to promote social cohesion and sustainability in cultural and creative urban areas are identified. To do this, this research presents different activities developed by spaces in the St. George’s Cultural Quarter such as the LCB Depot, Leicester Print Workshop, the Curve Theatre, the Phoenix Digital Media Center and the Chutney Ivy.
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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 | 0.004 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.002 | 0.005 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.006 |
| 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".