Reviews and notices
Bibliographic record
Abstract
Includes the following reviews: p. 110: William Frederick II. Grenby, M. O: Children’s Literature. Edinburgh University Press, Ltd; 2008. 232 pages. ISBN 978-0-7486-2274-0. p. 111: Ronald Paul. Anna Maria Mackenzie. Swedish Mysteries. Edited by Janina Nordius. Kansas City: Valancourt Books, 2008. pp. 328. ISBN 978-1-934555-47-7. p. 111-114: Karin Axelsson. Collins, Beverley & Inger M. Mees, Practical Phonetics and Phonology: A Resource Book for Students, 2nd ed. London & New York: Routledge, 2008. 305 pp. Paperback (incl. audio CD): ISBN 978-0-415-42514-8. Price: £17.99. Hardback (incl. audio CD): ISBN 978-0415-42266-6. Price: £70.00 (the hardback version was not yet published when this review was written). p. 114-117: Ulf Dantanus. Jonathan Gould. Can’t Buy Me Love: The Beatles, Britain and America. London: Portrait, 2007, 661pp. ISBN 978-0-7499-5166-5 (Hardback). £25. p. 117-118: Brian McNeil. Billy Bragg. The Progressive Patriot: A search for belonging. 2007. London: Black Swan. 368 pp. ISBN 05222772429. p. 118-121: Christina Angelfors. Svante Lindberg, Pratiques de l’ici, altérité et identité dans six romans québécois des années 1989-2002. Thèse pour le doctorat. Département de français, d’italien et de langues classiques, Université de Stockholm. 2005. 231 pages. ISBN 91-85059-18-8. p. 121-123: Gustav Korlén. Deissler, Dirk: Die entnazifizierte Sprache. Sprachpolitik und Sprachregelung in der Besatzungszeit. 2. korrigierte und erweiterte Auflage, 2006. 313 Seiten. Peter Lang Verlag, Frankfurt a.M. ISBN 978-3-631-54764-br. Preis 59,70 Euros.
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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 | 0.008 | 0.045 |
| Meta-epidemiology (narrow) | 0.003 | 0.001 |
| Meta-epidemiology (broad) | 0.004 | 0.003 |
| Bibliometrics | 0.013 | 0.011 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.012 | 0.009 |
| Open science | 0.005 | 0.006 |
| Research integrity | 0.006 | 0.005 |
| Insufficient payload (model declined to judge) | 0.482 | 0.539 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".