Event rhythms and development of public spaces in Paris, Brussels and Montreal.
Bibliographic record
Abstract
Le loisir et la culture occupent une place importante dans les stratégies d'attractivité et de développement des villes. Dans ce cadre, les événements festifs périodiques sont mobilisés pour organiser la centralité urbaine dans ses dimensions symboliques et fonctionnelles. Par définition éphémères et labiles, ils n'en influencent pas moins les politiques urbaines dans leurs manières de produire et d'organiser les espaces. À court terme, ils sont utilisés comme aménagements temporaires des espaces publics transformant les usages et fonctions. À moyen terme, cette utilisation engendre des institutions mandatées par le politique pour assurer la gestion événementielle de la ville. À long terme, ces institutions participent de la trajectoire urbanistique des lieux publics par l'articulation des événements aux projets urbains. Le rythme des événements festifs influence la gouvernance, l'aménagement et le design des espaces publics.
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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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.007 | 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".