Bibliographic record
Abstract
Il sistema degli spazi aperti è ciò che rimane tra le strade e le case, oppure sono i luoghi dove viviamo, oppure è qualcosa che definisce le nostre città e le nostre regioni?Le aree urbane rappresentano sia il confine più estremo della “incompatibilità” tra attività umane e equilibri ambientali, sia la sfida più rappresentativa dell’applicazione di modelli di sviluppo sostenibile. Il libro riunisce una serie di materiali e di esperienze di pianificazione e progettazione degli spazi aperti in alcune aree urbane-metropolitane del British Columbia-Canada e dell'Italia (Vancouver, Victoria e Surrey, Bologna, Roma e Torino, Reggio Emilia, Ferrara ed Empoli) cercando di mettere in evidenza proprio il passaggio dall’idea di sostenibilità all’azione concreta.
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 | 0.006 | 0.001 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.006 | 0.007 |
| Science and technology studies | 0.002 | 0.011 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.009 | 0.004 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.343 | 0.148 |
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; both teacher heads agree on what is shown here.
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".