Bibliographic record
Abstract
In September 2000, a World Trade Organization (WTO) panel published its findings in the dispute between Canada and the European Union/France over France's ban on the import and use of chrysotile (white asbestos). The panel upheld the French ban, established that the use of chrysotile is a health risk and the idea of "controlled use" a fallacy, and used (for the first time) an exception clause in the General Agreement on Tariffs and Trade that permits trade-restrictive measures to protect human life or health. At the same time, the panel concluded that the French ban violated international trade laws by treating chrysotile products less favorably than domestically produced alternatives. Some WTO watchers believe that with asbestos as the precedent for bans on toxic substances, the regulation of other, much less well-established, toxic exposures could prove much more difficult. Now the French ban has been upheld, chrysotile producers will increasingly target developing countries. Canada is appealing the WTO decision.
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.011 | 0.006 |
| Insufficient payload (model declined to judge) | 0.016 | 0.007 |
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".