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
1. Introduction - Jane Adams I. NORTH AMERICAN AGRICULTURE IN THE WORLD SYSTEM: OVERVIEW AND CASE STUDIES 2. The Social Economy of Development: The State of/and the Imperial Valley - Alan P. Rudy 3. From the National Policy to Continentalism and Globalization: The Shifting Context of Canadian Agricultural Policies - K. Murray Knuttila 4. The Contested Terrain of Swine Production: Deregulation and Reregulation of Corporate Farming Laws in Missouri - Douglas H. Constance, Anna M. Kleiner, and J. Sanford Rikoon 5. The Contingent Creation of Rural Interest Groups - Miriam J. Wells II. FOUNDATIONS OF TWENTIETH CENTURY U.S. POLICY 6. The Origin of the Federal Farm Loan Act: Issue Emergence and Agenda-Setting in the Progressive Era Print Press - Stuart W. Shulman 7. Low Modernism and the Agrarian New Deal: A Different Kind of State - Jess Gilbert 8. The New Deal Farm Programs: Looking for Reconstruction in American Agriculture - Mary Summers 9. The U.S. Farm Financial Crisis of the 1980s - Barry J. Barnett III. THE POLITICAL IMPLICATIONS OF DAILY LIFE 10. The Entrepreneurial Self: Identity and Morality in a Midwestern Farming Community - Kathryn Marie Dudley 11. Considerably More Than Vegetables, a Lot Less Than Community: The Dilemma of Community Supported Agriculture - Laura B. DeLind THE POLITICS OF THE ENVIRONMENT 12. Canadian Agricultural Policy: Liberal, Global, and Sustainable - Alan Hall 13. Constructing Genetic Engineering in the Food and Fiber System as a Problem: Urban Social Movement Organizations as Players in Agricultural Discourse - Ann Reisner 14. Eating in the Gardens of Gaia: Envisioning Polycultural Communities - Harriet Friedmann Notes Bibliography List of Contributors Index Acknowledgments
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 | 0.001 | 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