Legal Frameworks and Property Rights in U.S. Agricultural Cooperatives: The Hybridization of Cooperative Structures
Bibliographic record
Abstract
This chapter deals with a caveat of sorts regarding the quality, availability, and consistency of basic data on the international cooperative movement. Although cooperatives are active in all economic sectors throughout Europe, national cooperative development has varied by country. In England consumer cooperatives are strong; in Germany credit cooperatives dominate. The chapter focuses on the cooperative experience in the United States, Canada, and Japan, and highlights the remarkable story of cooperative business that not only survived, but actually thrived within these economic behemoths. A discussion of the world's cooperative movement would not be complete without mention of cooperatives in China, India, and Brazil. Cooperatives have played a unique role in transitional economies, that is, those that are evolving from central planning to a free market. African cooperatives have been tremendously influenced by cooperative development aid from several northern European and North American cooperative movements.
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How this classification was reachedexpand
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 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".