REVIEWS
Bibliographic record
Abstract
PERVERSE TITILLATION: THE EXPLOITATION CINEMA OF ITALY, SPAIN AND FRANCE, 1960-1980, DANNY SHIPKA (2011) Jefferson, NC: McFarland & Company Inc., 346 pp., ISBN: 978-07864-4888-3, p/bk, $49.95 POPULAR ITALIAN CINEMA. CULTURE AND POLITICS IN A POSTWAR SOCIETY, FLAVIA BRIZIO-SKOV (ED.) (2011) 1st ed., London and New York: I.B. Tauris & Co Ltd, 283 pp., ISBN: 978 1 84515 572 4, h/bk, $95.00 THE NEW NEAPOLITAN CINEMA, ALEX MARLOW MANN (2011) Edinburgh: Edinburgh University Press, 242 pp., ISBN: 978074864066 9, h/bk, £65.00 POSTCOLONIAL CINEMA STUDIES, SANDRA PONZANESI AND MARGUERITE WALLER (ED.) (2012) New York: Routledge, 272 pp., ISBN: 9780415782296, p/bk, $39.95 MURDER MADE IN ITALY: HOMICIDE, MEDIA, AND CONTEMPORARY ITALIAN CULTURE, ELLEN NERENBERG (2012) Bloomington: Indiana University Press, 384 pp., ISBN: 978-0253223098, p/bk, £29.95 BRUTAL VISION. THE NEOREALIST BODY IN POSTWAR ITALIAN CINEMA, KARL SCHOONOVER (2012) Minneapolis-London: University of Minnesota Press, 283 pp., ISBN: 978-0-8166-7555-5, p/bk, $25 LA MASCHERA, IL POTERE, LA SOLITUDINE. IL CINEMA DI PAOLO SORRENTINO, FRANCO VIGNI (2012) Florence: Aska, 198 pp., ISBN: 9788875421779, p/bk, €20.00 ALTRA EUROPA/OTHER EUROP, DIRECTED BY ROSSELLA SCHILLACI (2011) Subsidized by Piemonte Doc Fund/Fondo Regionale per il Documentario and the Film Commission Regione Siciliana/Sicilia Film Commission. Produced by Azul (Italy), in collaboration with Laranja Azul (Portugal). Distributed by The Royal Anthropological Institute, 50 Fitzroy Street, London W1T 5BT.
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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 | 0.001 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.004 | 0.004 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.009 | 0.005 |
| Open science | 0.003 | 0.004 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.528 | 0.437 |
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".