Arte pubblica e aree urbane: il caso di Barcellona, Montreal, Sydney
Bibliographic record
Abstract
Public art will be described as any kind of artistic activity taking place in a public space that is motivated, designed, implemented and perceived in terms of its public nature. Starting from the 1960's western cities have adopted specific strategy of public art dealing with physical urban transformation. The use of this instrument is seen as stimulating the disposition to learn and reflect of the local community, fostering the social cohesion among and/or across groups, renovating the social fabric providing the community with a powerful means of self-representation and awareness. This paper presents three different case studies, Barcelona, Montreal,Sydney in which public art policies are associated to cultural-led urban renewal projects. Thus promoted by events as for Universal Expo, Olympics. By the examples illustrated will be possible to underline the role of culture in public urban areas, not only aesthetic, but providing also economic and social output, not only celebrative, but challenging the population to a new vision, perception and use of the urban environment.
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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 | 0.002 |
| Science and technology studies | 0.010 | 0.005 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.022 | 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".