Bibliographic record
Abstract
The EC-Seal Products case is a good illustration of the conflict between free trade and animal welfare. On 22 May 2014, the World Trade Organization (WTO) Appellate Body issued its report, upholding the Panel's finding that the EU Seal Regime was necessary to protect public morals but also concluding that the EU had not justified this regime under Article XX (General Exceptions) of the General Agreement on Tariffs and Trade 1994 (GATT). In doing so, the Appellate Body seemed to draw an equilibrium line between the EU's concern of animal welfare protection and Canada and Norway's demand for free trade for seal products. Based on the reports from the Panel and the Appellate Body, this paper seeks to explore the issue of animal welfare by addressing its relationship with free trade, reviewing the analysis of EC-Seal Products and the GATT Article XX, as well as analyzing the unilateral feature of the animal welfare rules under the multilateral WTO framework.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.017 | 0.032 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.012 | 0.013 |
| Scholarly communication | 0.011 | 0.007 |
| Open science | 0.005 | 0.005 |
| Research integrity | 0.071 | 0.032 |
| Insufficient payload (model declined to judge) | 0.005 | 0.002 |
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".