Globalization and the Animal Turn: How International Trade Law Contributes to Global Norms of Animal Protection
Bibliographic record
Abstract
Abstract Many animal and environmental activists think of international trade law as a block to the achievement of their goals and perceive the World Trade Organization (WTO) as a threat to animals. Yet, the first legal decision of an international tribunal to devote careful, sustained attention to animal welfare issues comes from the WTO, in the EC – Seal Products decision. This article argues that international trade law is currently an important, although under-acknowledged, locus for the development of global norms concerning the protection of animals, and that animal conservation and animal welfare can be seen as aspects of a single overarching principle of animal protection. International trade law contributes to animal protection in two ways. Firstly, WTO jurisprudence has recognized animal protection as a legitimate basis for invoking exceptions to trade rules (as in EC – Seal Products ). Secondly, international trade negotiations enhance cooperation on the implementation and enforcement of existing conservation obligations (as in the new Trans-Pacific Partnership’s Environment Chapter).
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 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 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 teacher head, 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".