REVIEWS
Bibliographic record
Abstract
ITALIAN FILM DIRECTORS IN THE NEW MILLENNIUM, WILLIAM HOPE (ED.) (2010) New Castle Upon Tyne: Cambridge Scholars Publishing, 208 pp., ISBN (10) 144382075X, h/bk, £39.99 | $59.99 FROM TERRONE TO EXTRACOMUNITARIO: NEW MANIFESTATIONS OF RACISM IN CONTEMPORARY ITALIAN CINEMA. SHIFTING DEMOGRAPHICS & CHANGING IMAGES IN A MULTI-CULTURAL GLOBALIZED SOCIETY, GRACE RUSSO BULLARO (ED.) (2010) Leicester, UK: Troubador Publishing Ltd., 456 pp., ISBN 9781848761766, p/bk, £15.95 | $24.95 CONFLICTS OF MEMORY. THE RECEPTION OF HOLOCAUST FILMS AND TV PROGRAMMES IN ITALY, 1945 TO THE PRESENT, EMILIANO PERRA (2010) Oxford: Peter Lang, 291 pp., ISBN 9783039118809, p/bk, $71.95 TRAGEDIA ALL’ITALIANA. ITALIAN CINEMA AND ITALIAN TERRORISMS, 1970–2008, ALAN O’LEARY (2011) Bern, Switzerland: Peter Lang, 284 pp., ISBN 9783039115747, p/bk, £36.00 | $58.95 ENTERING THE FRAME: CINEMA AND HISTORY IN THE FILMS OF YERVANT GIANIKIAN AND ANGELA RICCI LUCCHI, ROBERT LUMLEY (2011) New York: Peter Lang, 192 pp., ISBN 9783034301138, p/bk, $55.95 A TALE OF TWO MAFIAS: A REVIEW ESSAY MAFIA MOVIES: A READER, DANA RENGA (ED.) (2011) Toronto: University of Toronto Press, 398 pp., ISBN 978-0802096654, p/bk, $37.95 THE ITALIANIST: FILM ISSUE
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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 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.008 | 0.004 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.509 | 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".