Cosa non solo loro. L’espansione delle mafie nellariviera romagnola
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Polis, a journal published by Il Mulino on behalf of the Fondazione Istituto Carlo Cattaneo research foundation in Bologna, offers its readers studies and empirical research on social and political phenomena in contemporary Italy and other Western countries. Since 1987 sociologists, political scientists, economists, anthropologists, demographers and social historians have rendered the journal a prestigious multidisciplinary forum for analysing the evolution and transformations of society and politics in a comparative perspective. Co-editors Donatella Campus (Università di Bergamo) e Barbara Saracino (Università di Bologna) Social media editor Antonio Carbone Editorial board Giovanni Barbieri (Università di Perugia), Manuela Caiani (Scuola Normale Superiore), Giulio Citroni (Università della Calabria), Camilla Gaiaschi (Università del Salento), Alberta Giorgi (Università di Bergamo), Raffaele Guetto (Università di Firenze), Moreno Mancosu (Università di Torino), Cecilia Manzo (Università Cattolica di Milano), Antonella Mascio (Università di Bologna), Nazareno Panichella (Università di Milano), Mario Quaranta (Università di Trento), Marco Valbruzzi (Università di Napoli Federico II) Managing editor Giovanni Daniele Starita (Università di Bergamo).
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.
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 | 0.005 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.002 | 0.004 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.002 |
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 it