The Role of Urban Design in Cultural Regeneration
Bibliographic record
Abstract
One of the techniques that has been used as a tool for urban development in recent years is that of cultural regeneration. This is seen as a means of restoring and improving the quality of urban life through the enhancement and development of the unique characteristics of a place and its people. This article argues that urban design is integral to the process of cultural regeneration, as such things as mixed-use developments, environmental improvement schemes and, in particular, public art help in the expression and development of the culture of an area. The article looks at how specific cultural quarters are developed in city centre areas, focusing on an area of Manchester known as the Northern Quarter, and outlines the ways in which urban design techniques are used as part of the process of wider cultural regeneration. It is suggested that, for improved chances of success, the adoption of a holistic approach to urban regeneration is required, with policy-makers using culture as an organizing principle for city management and urban design.
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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 | 0.005 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.026 |
| Scholarly communication | 0.010 | 0.003 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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".