Bibliographic record
Abstract
Books reviewed in this article: Phillipp R. Schofield, Peasant and Community in Medieval England Ian Kershaw & David M. Smith (eds.), The Bolton Priory Compotus Michael Jones (ed.), Revolution and Consumption in Late Medieval England Peter Northeast (ed.), Wills of the Archdeaconry of Sudbury Pamela Sharpe, Population and Society in an East Devon Parish Donald Winch & Patrick K. O'Brien (eds.), The Political Economy of British Historical Experience S.D. Smith, ‘An Exact and Industrious Tradesman’ Nicola Verdon, Rural Women Workers in Nineteenth‐Century England J.R. Wordie (ed.), Agriculture and Politics in England Lewis Johnman & Hugh Murphy, British Shipbuilding and the State Jairus Banaji, Agrarian Change in Late Antiquity Angeliki E. Laiou, The Economic History of Byzantium Adriaan Verhulst, The Carolingian Economy Adam Steinhouse, Workers' Participation in Post‐Liberation France Patrick Major & Jonathan Osmond (eds.), The Workers' and Peasants' State Rainer Karlsch & Raymond Stokes, The Chemistry must be Right Monica Chojnacka, Working Women of Early Modern Venice Harold James & Jacob Tanner (eds.), Enterprise in the Period of Fascism in Europe Wendy Z. Goldman, Women at the Gates David Armitage & Michael J. Braddick (eds.), The British Atlantic world Steven W. Usselman, Regulating Railroad Innovation Nikki Mandell, The Corporation as Family Bruce L. Gardner, American Agriculture in the Twentieth Century Stefano Battilossi & Youssef Cassis (eds.), European Banks and the American Challenge Geoffrey Jones & Lina Galvez‐Munoz (eds.), Foreign Multinationals in the United States Mauro F. Guillén, The Limits of Convergence Dennis O. Flynn, Arturo Giráldez & James Sobredo (eds.), Studies in Pacific History Nick Tiratsoo, Junichi Hasegawa, Tony Mason & Takao Matsumara, Urban Reconstruction in Britain and Japan David Zweig, Internationalizing China Charles H. Feinstein & Mark Thomas, Making History Count Phillip Mirowski, Machine Dreams
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 | 0.002 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.025 | 0.036 |
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; both teacher heads 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".