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 Larry Cohen: The Radical Allegories of an Independent Filmmaker, Tony Williams (2014) Jefferson, NC: McFarland & Company Inc., 369 pp., ISBN: 9780786479696, p/bk, $45 The Cinema of George A. Romero: Knight of the Living Dead, Tony Williams ([2003] 2015) 2nd ed., New York and Chichester, UK: Columbia University Press, 309 pp., ISBN: 978023117551, p/bk, £20.50 Making and Remaking Horror in the 1970S and 2000S: Why Don't They Do it Like They Used To?, David Roche (2014) Jackson, MI: University Press of Mississippi, 344 pp., ISBN 978-1496802545, p/bk, $30.00 The Unique Legacy of Weird Tales: The Evolution of Modern Fantasy and Horror, Justin Everett and Jeffrey H. Shanks (eds) (2015) London: Rowman & Littlefield, 245 pp., ISBN: 978-1-4422-5621-7, h/bk, $80.00
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 | 0.001 |
| 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