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
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.008 | 0.005 |
| Scholarly communication | 0.008 | 0.006 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.005 | 0.006 |
| Insufficient payload (model declined to judge) | 0.107 | 0.039 |
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".