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
Abstract SCHOOLING IN MODERNITY. THE POLITICS OF SPONSORED FILMS IN POSTWAR ITALY, PAOLA BONIFAZIO (2014) Toronto: University of Toronto Press, 304 pp., ISBN: 9781442615984, p/bk, $34.95 NEW VISIONS OF THE CHILD IN ITALIAN CINEMA, DANIELLE HIPKINS AND ROGER PITT (EDS) (2014) Bern: Peter Lang, 342 pp., ISBN: 9783034302692, p/bk, £40.00 UNFINISHED BUSINESS. SCREENING THE ITALIAN MAFIA IN THE NEW MILLENNIUM, DANA RENGA (2014) Toronto, Buffalo and London: University of Toronto Press, 264 pp., ISBN: 9781442615588, p/bk, £19.75 OSSERVATORIO TV, BARBARA MAIO (2014) Creative Commons Public License (http://www.osservatoriotv.it/Benvenuto.html), 228 pp. SGUARDO, CORPO, VIOLENZA. SADE E IL CINEMA, ALBERTO BRODESCO (2014) Milano-Udine: Mimesis, 366 pp., ISBN-13: 9788857523057, h/bk, €24 SO DEADLY, SO PERVERSE: 50 YEARS OF ITALIAN GIALLO FILMS, VOLUME 1: 1963–1973, TROY HOWARTH (2014) Baltimore, MD: Midnight Marquee Press Inc., 233 pp., ISBN: 9781936168507, p/bk, $49.95 STORIA DEI MEDIA DIGITALI: RIVOLUZIONI E CONTINUITÀ, GABRIELE BALBI AND PAOLO MAGAUDDA (2014) Rome-Bari: Editori Laterza, 182 pp., ISBN: 9788858116272, p/bk, €20 FILM SOUND IN ITALY: LISTENING TO THE SCREEN, ANTONELLA C. SISTO (2014) New York: Palgrave Macmillan, 224 pp., ISBN: 9781137387707, h/bk, $95 FINIRAI: I RETROSCENA DELLA RIFORMA E IL FUTURO DELLA TELEVISIONE, ROBERTO FAENZA (2015) N. P.: Privately published, 224 pp., ISBN: 9788891091321, e-book, €4.99, p/bk, €17 PALINSESTO: STORIA E TECNICA DELLA PROGRAMMAZIONE TELEVISIVA, LUCA BARRA (2015) Roma-Bari: Laterza, 202 pp., ISBN: 9788858117316, p/bk, €20,00 CINEMA, GENDER, AND EVERYDAY SPACE: COMEDY, ITALIAN STYLE, NATALIE FULLWOOD (2015) Basingstoke: Palgrave Macmillan, 272 pp., ISBN: 9781137403568, h/c/e-book, $95.00
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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it