Implications of the U.S. Farm Act on Canadian Agriculture
Bibliographic record
Abstract
This paper addresses the implications of the U.S. Security and Rural Investment of 2002 or Farm Act for Canadian agriculture. The Act, which is expected to add at least US $45 billion in new price supports over its six-year timeframe, is expected to harm the position of less-subsidized and non-subsidized producers in Canada and other countries. Canadian farm products will be less competitive not only domestically, but also in the U.S. and in third-country markets. Canada will be most affected by subsidies for corn, soybeans, wheat, and pulse crops. New country-of-origin labeling rules under the are also expected to be disruptive to Canadian livestock exports. In addressing these issues the paper also explores potential Canadian responses - including filing WTO or NAFTA complaints - as well as the broader implications for U.S.-Canada trade and international cooperation.
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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 | 0.004 | 0.012 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.022 | 0.007 |
| Scholarly communication | 0.009 | 0.002 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.010 | 0.008 |
| Insufficient payload (model declined to judge) | 0.011 | 0.001 |
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".