The Rise of Corporatist Regulation in the English and Canadian Dairy Industries
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
This article answers Larry Gerber's (1995) challenge for a renewed appreciation of the social science literature on corporatism and state theory by explaining variations in corporatist institutions through the concept of policy legacies. To understand the variation in corporatist forms of governance, three policy areas are key: the long-standing trade policies of the England and Canada, the forms of government intervention during World War I, and prior political battles within the dairy industries. In their own unique way, these policies shaped the character of the market failure, the political capacities of farm organizations, and the institutional response that incorporated private interest groups within the formulation and implementation of public policy. By viewing the emergence of corporatist institutions in England and Canada as examples of governmental responses to economic crisis, this research on corporatism contributes to the larger theory of the determinants, as well as the effects, of the state in capitalist democracies.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.004 |
| 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