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
Book reviewed Richard Perren, Taste, Trade and Technology: The Development of the International Meat Industry since 1840 . Aldershot: Ashgate, 2006. xi + 285 pp. ISBN: 0754636488. Hardback £55. Reviewed by Bernard Attard University of Leicester Brenda J. Buchanan (ed.), Gunpowder, Explosives, and the State. A Technological History . Ashgate: Aldershot, 2006. 425 pp. Illustrations, maps, and photographs. ISBN: 9780754652595. Hardback £55. Reviewed by Gordon Boyce The University of Newcastle, NSW Man‐Houng Lin, China Upside Down, Currency, Society, and Ideologies, 1808–1856 . Cambridge, MA: Harvard University Press, 2006. xxi + 362 pp. ISBN: 0 674 02268 8. Hardback US$49.95. Reviewed by Kent G. Deng London School of Economics Jari Ojala, Jari Eloranta, and Jukka Jalava (eds), The Road to Prosperity. An Economic History of Finland . Helsinki: Suomalaisen Kirjallisuuden Seura, 2006. 434 pp. ISBN: 951 746 818 0. €40. Reviewed by Svante Larsson Göteborg University Hazel Petrie, Chiefs of Industry: Maori Tribal Enterprise in Early Colonial New Zealand . Auckland: Auckland University Press, 2006. viii + 336 pp. ISBN: 9781869403768. Paperback NZ$50. Reviewed by Jim McAloon Lincoln University David Edgerton, The Shock of the Old: Technology and Global History since 1900 . London: Profile Books, 2007. 270 + xviii pp., illustrations. ISBN‐13: 978 1861972965. Hardcover £18.99. Reviewed by Paul L. Robertson University of Tasmania Paola Lanaro (ed.), At the Centre of the Old World: Trade and Manufacturing in Venice and the Venetian Mainland, 1400–1800 . Toronto: Centre for Reformation and Renaissance Studies, 2006. 412 pp. ISBN: 0 7727 2031 2. Paperback C$32.00. Reviewed by Carolyn Sissoko Occidental College
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.022 | 0.013 |
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