Reviews
Bibliographic record
Abstract
Conglomerate Rock: The Music Industry's Quest to Divide Music and Conquer Wallets , David J. Park (2007) Lanham, MD: Lexington Books, 160 pp., ISBN: 0739115006, 60.00 (hbk) Troubled Pasts: News and the Collective Memory of Social Unrest , Jill A. Edy (2006) Philadelphia: Temple University Press, ISBN: 1592134963, 71.50 (hbk); ISBN: 1592134971, 23.95 (pbk) Journalists and the Public: Newsroom Culture, Letters to the Editor, and Democracy , Karin Wahl-Jorgensen (2007) Cresskill, NJ: Hampton Press, 165 pp., 47.50 (pbk), ISBN 9781572737372 Canadian Television Today , Bart Beaty and Rebecca Sullivan (2006) Calgary: University of Calgary Press, 168 pp., ISBN 9781552382226 (pbk), 24.95 Framing Celebrity: New Directions in Celebrity Culture , Su Holmes and Sean Redmond (eds.) (2006) London: Routledge, 384 pp., ISBN: 0415377099, 125.00 (hbk); ISBN: 0415377102, 33.95 (pbk) Kids Rule!: Nickelodeon and Consumer Citizenship , Sarah Banet-Weiser (2007) Durham: Duke University Press, ISBN: 9780822339762, 79.95 (cloth); ISBN: 9780822339939, 22.95 (pbk)
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 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 | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".