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
City and Country: an Interdisciplinary Collection: 1. Editor's Introduction: Laurence S. Moss. Part I: Historical Perspectives on the Agglomeration Approach to Economic Growth: 1. Henry George and Classical Growth Theory: A Significant Contribution to Modeling Scale Economies : John Whitaker. 2. Modeling Agglomeration and Dispersion in City and Country Gunnar Myrdal, Francois Perroux, and the New Economic Geography: Stephen J. Meardon. 3. City and Country: Lessons from European Economic Thought: Jurgen G. Backhaus Gerrit Meijer. 4. Making the Country Work for the City: Von Thunen's Ideas in Geography, Agricultural Economics and the Sociology of Agriculture: Daniel Block, E. Melanie DuPuis. Part II: New Research on Size, Geography, Specialization and Productivity: 1. Agglomeration and Congestionin the Economics of Ideas and Technological Change: Norman Sedgley Bruce Elmslie. 2. Zipf's Law for Cities and Beyond: The Case of Denmark: Thorbjorn Knudsen. 3. The Structure of Sprawl: Identifying and Characterizing Employment Centers in Polycentric Metropolitan Areas: Nathan B. Anderson, William T. Bogart. 4. Edge Cities and the Viability of Metropolitan Economies: Contributions to Flexibility and External Linkages by New Urban Service Environments: David L. McKee Yosra A. McKee. 5. Manufacturing and Rural Economies in the United States: The Role of Nondurable Producers, Labor Costs and State Taxes: Mark Jelavich. Part III: Case Studies: Land Value Taxation and Real Estate Development: 1. Value Capture as a Policy Tool in Transportation Economics: An Exploration in Public Finance in the Tradition of Henry George: H. William Batt. 2. Coordinating Opposite Approaches to Managing Urban Growth and Curbing Sprawl: A Synthesis: Thomas L. Daniels. 3. Leapfrogging, Urban Sprawl, and Growth Management: Phoenix, 1950 - 2000: Carol E. Heim. 4. A City without Slums: Urban Renewal, Public Housing, and Downtown Revitalization in Kansas City, Missouri: Kevin Fox Gotham. 5. A City Divided by Political Philosophies: Residential Development in a Bi-Provincial City in Canada: Gura Bhargava. Part IV: The Transformation of the City in the 21st Century: 1. International Sister-Cities: Bridging the Global-Local Divide: Rolf D. Cremer Anne de Bruin Ann Dupuis. 2. The Completely Decentralized City: The Case for Benefits Based Public Finance: Fed E. Foldvary. Index.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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) | 0.000 | 0.000 |
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