Book Reviews
Bibliographic record
Abstract
Americanizing the Movies and Movie-Mad Audiences, 19101914, Richard Abel, (2006) Berkeley: University of California Press, 391 pp., ISBN-10: 0520247434 (pbk), $31.95 The Death of Classical Cinema: Hitchcock, Lang, Minnelli, Joe McElhaney, (2006) Albany, NY: State University of New York Press, 255 pp., ISBN 0791468887 (pbk), $31.95; ISBN 0791468879 (hbk), $95.50 New Hollywood Cinema: An Introduction, Geoff King, (2002) New York: Columbia University Press, 296 pp., ISBN 0213127596 (pbk), $24.50; ISBN 0213127588 (hbk), $77.50 The Cinema of Terrence Malick: Poetic Visions of America, Hannah Patterson (ed.), (2007), 2nd edn. New York: Wallflower Press, 232 pp., ISBN-13: 9781905674251 (pbk), $20.00 The Cinema of Todd Haynes: All That Heaven Allows, James Morrison (ed.), (2007) London: Wallflower Press, 181 pp., ISBN 1904764770 (pbk), $25.00; ISBN 1904764789 (hbk), $80.00 Chris Marker, Nora M. Alter, (2006) Urbana and Chicago: University of Illinois Press, 232 pp., ISBN 9780252073169 (pbk), $19.95; ISBN 9780030734 (hbk), $50.00 Moving Forward, Looking Back: The European Avant-Garde and the Invention of Film Culture, 19191939, Malte Hagener, (2007) Amsterdam: Amsterdam University Press, 369 pp., ISBN 9789053569603 (pbk), $39.50; ISBN 9789053569610 (hbk), $75.00 Alien Constructions: Science Fiction and Feminist Thought, Patricia Melzer, (2006) Austin: University of Texas Press, 325 pp., ISBN 9780292713079 (pbk), $24.95
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 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 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.005 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.009 | 0.005 |
| Open science | 0.003 | 0.003 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.542 | 0.489 |
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".