Redonner forme et vie au centre historique de Palerme (Sicile). Retour sur une expérience de développement territorial et de requalification urbaine (1993–2001)
Bibliographic record
Abstract
Résumé Le centre historique de Palerme a connu au lendemain du second conflit mondial un lent et inexorable processus de dévitalisation sous l’effet conjoint de son dépeuplement et de sa paupérisation. Sa requalification, engagée à l’initiative du maire de centre-gauche Leoluca Orlando, a commencé au début des années 1990. Si la réhabilitation des immeubles et des espaces publics constitue le coeur de cette politique de requalification urbaine, celle-ci poursuit également un objectif politique en voulant contribuer à la refondation d’une ville marquée par la mafia qui, aux yeux de Leoluca Orlando et d’une partie des élites locales qui l’accompagne, ne fait plus sens commun et a cessé d’être un creuset.
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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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.005 |
| Science and technology studies | 0.004 | 0.004 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| 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".