The Homeless and Public Space: Urban Policy and Exclusion in Bologna
Bibliographic record
Abstract
L’article porte sur le rapport des personnes sans domicile à l’espace urbain. Axée sur le contexte italien et notamment sur la ville de Bologna, l’analyse focalise l’attention sur les stratégies de politique urbaine visant à exclure ces sujets des espaces publics, ou à discipliner l’usage qu’ils font de ces mêmes espaces. Les réflexions des auteurs se développent sur trois axes: le premier concerne le rôle de l’espace public dans la vie quotidienne des sans domicile; le deuxième porte sur les changements des espaces publics provoqués par les processus de régénération urbaine; le dernier explore les mécanismes de contrôle de l’espace public qui, sous forme d’interventions urbanistiques ou d’arrêtés municipaux, produisent l’exclusion spatiale des sans domicile.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".