Bibliographic record
Abstract
This article traces the evolution of agriculture from a staples to a mature staples sector in the post-staples Canadian economy. It examines the situation of agricultural producers in the domestic and international political economy and traces the factors which have led to its structural transformation. Public policies are deeply implicated in this transformation, and accordingly, the changing patterns of relations between state actors and the agri-food sector are given attention. Four periods of structural transition and patterns of state-sector relationships are identified. The first, expansionist phase, extended from the late nineteenth to the 1930s when agricultural commodities were integral to the development of the Canadian economy and political community. The second period, from the 1930s to the end of the Second World War, marked an interregnum when agriculture merited attention not simply because of its service to broader national goals, but also because of recognition of structural disadvantages faced by thousands of individual commodity producers in a market economy. The third period, from the end of the Second World War through to the early 1980s, witnessed significant structural and policy changes in the sector in quest of rendering the sector more productive and profitable. The transition to a mature staples sector was supported by state intervention in agricultural markets and a financial safety net for producers. In the current fourth phase, since the early 1980s, changes in the international political economy, domestic fiscal deficits, and ideological shifts have precipitated a new competitiveness model. Strategies that are market-oriented and give incentives to adding value to raw commodities are in vogue.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.020 | 0.010 |
| Scholarly communication | 0.008 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.009 | 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 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".