Determining the Existence of Countervailable Subsidies in the Context of the Canada-United States Softwood Lumber Dispute: 1982–2005
Bibliographic record
Abstract
Summary This article examines the history of countervailing duty determinations with respect to softwood lumber between 1982 and 2005. The piece is divided into two main areas of analysis. First, the article chronicles and reviews certain key determinations made throughout the history of softwood lumber countervailing duty proceedings. It examines, in particular, certain recurring themes as well as issues that shed light on some of the interesting jurisprudential questions that arise out of the case study. Second, having completed this review, the note turns to distill some lessons from the experience to date. These lessons focus on the light shed by the lengthy history of the softwood lumber dispute upon the nature of subsidies disciplines in international trade. They also focus on what the softwood lumber dispute reveals about the relationship between different judicial actors at the international level. The article closes with some reflections on the limits of international dispute settlement tools in highly contentious and politicized cases.
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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 | 0.011 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.004 | 0.005 |
| Science and technology studies | 0.019 | 0.010 |
| Scholarly communication | 0.010 | 0.002 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.004 | 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".