Canada's Anti‐dumping and Safeguard Policies: Overt and Subtle Forms of Discrimination
Why this work is in the frame
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Bibliographic record
Abstract
Like many countries in the international trading system, Canada repeatedly faces political pressure from industries seeking protection from import competition. I examine Canadian policymakers’ response to this pressure within the economic environment created by its participation in discriminatory trade agreements such as the North American Free Trade Agreement (NAFTA). In particular, I exploit new sources of data on Canada's use of potentially WTO‐consistent import‐restricting policies such as anti‐dumping, global safeguards and a China‐specific safeguard. I illustrate subtle ways in which Canadian policymakers may be structuring the application of such policies so as to reinforce the discrimination inherent in Canada's external trade policy because of the preferences granted to the United States and Mexico through NAFTA.
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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 | 0.000 | 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 | 0.000 |
| 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