Bibliographic record
Abstract
Author: ROSEN, PAUL, Framing Production: Technology, Culture and Change in the British Bicycle Industry; Author: SHEAIL, JOHN, An Environmental History of Twentieth-Century Britain; Author: MORT, MAGGIE, Building the Trident Network: A Study of the Enrollment of People, Knowledge and Machines; Author: ACKRILL, MARGARET and HANNAH, LESLIE, Barclays: The Business of Banking, 1690-1996; Author: SYMEONIDIS, GEORGE, The Effects of Competition: Cartel Policy and the Evolution of Strategy and Structure in British Industry; Editors: ARMSTRONG, JOHN and KUNZ, ANDREAS, Coastal Shipping and the European Economy, 1750-1980; Author: VEENENDAAL, Jr., AUGUSTUS J., Railways in the Netherlands: A Brief History, 1834- 1994; PETERI, GYORGY, Global Monetary Regime and National Banking: The Case of Hungary, 1921-1929; SMITH, ROBERT J., The Bouchayers of Grenoble and French Industrial Enterprise, 1850-1970; Editors: GUSTAFSSON, KARL ERIK and RYDÉN. PER, Den svenska pressens historia III. Det moderna Sveriges spegel (1897-1945); Author: FEDERSPIEL, SØREN, Dynamikken Bag Energien: Det Østdanske Produktions- Og Trasmissionssamarbejde 1960-2000; Author: SISKIND, JANET, Rum and Axes: The Rise of a Connecticut Merchant Family, 1795-1850; Authors: FARRELL-BECK, JANE and GAU, COLLEEN, Uplift: The Bra in America; Author: DRACHMAN, VIRGINIA G., Enterprising Women: 250 Years of American Business; Author: RUBENSTEIN, JAMES M., Making and Selling Cars: Innovation and Change in the US Automotive Industry; ENDLICH, LISA, Goldman Sachs: The Culture of Success; Editor: AUSTIN, BARBARA, Capitalizing Knowledge: Essays on the History of Business Education in Canada; Author: GUPTA, ASHIN DAS, The World of the Indian Ocean Merchant, 1500-1800: Collected Essays; Editors: ROWLEY, CHRIS, SOHN, TAE-WON and BAE, JONGSEOK, Managing Korean Business: Organization, Culture, Human Resources and Change; Author: TAMAKI, NORIO, Yukichi Fukuzawa, 1835- 1901: The Spirit of Enterprise in Modern Japan; Author: BOYCE, GORDON and VILLE, SIMON, The Development of Modern Business; Editors: LYNSKEY, MICHAEL J. and YONEKURA, SEIICHIRO, Entrepreneurship and Organization: The Role of the Entrepreneur in Organizational Innovation; Editors: HODGSON, GEOFFREY M., YOKOKAWA, MAKOTO ITOH and NOBUHARU, Capitalism in Evolution: Global Contentions - East and West; Editors: ARMITAGE, DAVID and BRADDICK, MICHAEL J., The British Atlantic World, 1500-1800; Author: TORAL, PABLO, The Reconquest of the New World: Multinational Enterprises and Spain's Direct Investment in Latin America
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 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 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.009 | 0.005 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.545 | 0.518 |
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".