In Pursuit of the White Whale of Cooperation
Bibliographic record
Abstract
Abstract On 26 December 2018, Japan announced that it would withdraw from the International Whaling Commission (iwc) and indicated its intention to begin commercial whaling for the first time in 30 years. Despite the ethical and political outcry from several States, the legal ramifications of Japan’s withdrawal requires further analysis. This article examines the relationship between Japan and the iwc ex ante and ex post Japan’s withdrawal. Such an examination highlights the influence that Japan’s international duty to cooperate in the conservation and management of cetaceans might have across various international instruments. Japan is no longer bound by the recommendations and resolutions of the iwc; however, Japan remains a member of both the United Nations Convention on the Law of the Sea and the Convention on International Trade in Endangered Species of Wild Fauna and Flora. With this in mind, the article examines the interaction between these three international instruments as well as the influence that such interaction might have on Japan’s international obligation to cooperate in the conservation of cetaceans.
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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 | 0.005 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.007 | 0.010 |
| Scholarly communication | 0.006 | 0.004 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.006 | 0.006 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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".