Bibliographic record
Abstract
Books reviewed: Edward Acton, The Vices of Integrity: E. H. Carr 1892–1982. Paul Buhle, The World of C. L. R. James: His Unfragmented Vision Martyn Housden, Why History? Ethics and Postmodernity Martyn Housden, Decline in History: The European Experience Polymeris Voglis, Moral Purity and Persecution in History Jeremy Black, The Paths of History Jeremy Black, Revolutions and History Robin Cohen, Outsiders: A History of European Minorities Tom Webster, Messianic Revolution: Radical Religious Politics to the End of the Second Millennium Peter Clark, Cities in Civilization: Culture, Innovation and Urban Order Peter Cain, The West and the Third World: Trade, Colonialism, Dependence and Development Kelly Boyd, Twentieth‐century Sexuality: A History Tom Webster, History Made, History Imagined: Contemporary Literature, Poiesis, and the Past Arthur Marwick, Behind the Times: The Decline and Fall of the Twentieth‐century Avant‐gardes Arthur Marwick, Food and Love: A Cultural History of East and West Jeremy Black, The Oxford Book of Work Jeremy Black, History in our Hands: A Critical Anthropology of Writings on Literature, Culture and Politics from the 1930s Jeremy Black, English Pasts: Essays in History and Culture Jeremy Black, Out of Place: Englishness, Empire, and the Locations of Identity Rodney Lowe, Old Age from Antiquity to Post‐modernity Rodney Lowe, The Politics of Retirement Tom Webster, Island Stories: Unravelling Britain. Theatres of Memory, Volume II Anthony Fletcher, Civil Histories: Essays Presented to Sir Keith Thomas Jeremy Black, Witchcraft, Magic and Culture 1736–1951 Campbell F. Lloyd, Nature Displayed: Gender, Science and Medicine, 1760–1820 Clare Midgley, Radical Femininity: Women’s Self‐representation in the Public Sphere Neil A. Wynn, Selling Suffrage: Consumer Culture and Votes for Women Oliver Bast, The Story of the Daughters of Quchan: Gender and National Memory in Iranian History J. A. G. Roberts, History in Three Keys: The Boxers as Event, Experience, and Myth Paddy McNally, The Making of Ireland from Ancient Times to the Present Peter Brand, The Oxford Illustrated History of Italy Adrian Ailes, The Most Noble Order of the Garter: 650 Years Roger Tarr, Cimabue Roger Tarr, Duccio: The Maestà T. J. Barron, On Crown Service: A History of HM Colonial and Overseas Civil Services, 1837–1997 David Stafford, Code Breaking: A History and Exploration Keith Grieves, Battlefield Tourism: Pilgrimage and the Commemoration of the Great War in Britain, Australia and Canada, 1919–1939 Jeremy Black, The Oxford Book of Board Games
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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 | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.005 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.008 | 0.005 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.844 | 0.832 |
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".