Sealing animal welfare into the GATT exceptions: the international dimension of animal welfare in WTO disputes
Bibliographic record
Abstract
Abstract EC–Seal Products has been characterized as a contest between local moral preferences about animal welfare, on the one hand, and global commitments to trade disciplines on the other. But that description fails to take into account the development of international legal norms concerning animal welfare and their relevance to this case, as well as to other potential disputes involving animal welfare measures that affect trade. The international dimension of animal welfare implicates two ongoing debates in international trade law: what the relationship should be between WTO law and general international law, and the extent to which ‘public morals’ under Article XX(a) of GATT can be locally defined or need to be internationally shared. This Article examines the argument that there is a general principle of international law concerning animal welfare, and analyzes the role that international norms regarding animal welfare should play in EC–Seal Products.
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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 | 0.015 | 0.014 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.003 | 0.012 |
| Scholarly communication | 0.008 | 0.005 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.007 | 0.005 |
| Insufficient payload (model declined to judge) | 0.003 | 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".