Bibliographic record
Abstract
Books reviewed: Industrial Location Economics, Philip McCann. The Color of Credit: Mortgage Discrimination, Research Methodology, and Fair‐Lending Enforcement, Stephen L. Ross and John Yinger. Start‐Up Factories: High‐Performance Management, Job Quality, and Regional Advantage, Peter B. Doeringer, Christine Evans‐Klock, and David G. Terkla. Economic Integration and Development: Has Regionalism Delivered for Developing Countries?, Mordechai E. Kreinin and Michael G. Plummer. Where the Buffalo Roam: Restoring America's Great Plains, Anne Matthews. Metropolitan Growth Planning in California, 1900‐2000, Elisa Barbour. Work in the New Economy: Flexible Labor Markets in Silicon Valley, Chris Benner. OECD Territorial Reviews: Canada, Organisation for Economic Co‐operation and Development (OECD). OECD Territorial Outlook, 2001 edition, Organisation for Economic Co‐operation and Development (OECD). OECD Territorial Reviews: Tzoumerka, Greece, Organisation for Economic Co‐operation and Development (OECD). Regional Development in Greece, Nicholas Konsolas, Athanassios Papadaskalopoulos, and Ilias Plaskovitis. Havana: Two Faces of the Antillean Metropolis, Joseph L. Scarpaci, Roberto Segre, and Mario Coyula. Urban Ecological Research Methods Applied to the Cleveland, Ohio Metropol‐itan Area, Adrien G. Humphreys and Ashok K. Dutt. The Voluntary City: Choice, Community, and Civil Society, David T. Beito, Peter Gordon, and Alexander Tabarrok. The Region in the New Economy: An International Perspective on Regional Dynamics in the 21 st Century, Yoshiro Higano, Peter Nijkamp, Jacques Poot, and Kobus Van Wyk. International Handbook of Urban Systems: Studies of Urbanization and Migration in Advanced and Developing Countries, H. S. Geyer. The World of Cities: Places in Comparative and Historical Perspective, Anthony M. Orum and Xiangming Chen. Social Change and Sustainable Transport, William R. Black and Peter Nijkamp. Community and Quality of Life: Data Needs for Informed Decision Making, Committee on Identifying Data Needs for Place‐Based Decision Making, Committee on Geography, National Research Council.
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 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.007 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.009 | 0.005 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.593 | 0.575 |
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".