IIAAS and the Montreal Protocol: The Legal Minefield Inside the Most Successful Environmental Treaty in History
Bibliographic record
Abstract
The most successful environmental treaty in history might break international law's core principle, and it all depends on who you ask. International law consists of rules and principles relating to states, international organizations, and individuals. The source of all international law is the consent of nations, and each nation is governed by the treaties they consent to. Provisions that force states to behave according to its text and do not satisfy international law's traditional consent standard are consequential. As no term exists for these provisions currently, these clauses have been termed as international imposed axiomatic alterations ("IIAA"s). IIAAs, for this writing, are rules found within a treaty that compel states to act in a certain way despite that country not consenting to the rule. This Comment questions the legitimacy of what legal support these IIAAs hold.
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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 | 0.029 | 0.046 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.017 | 0.020 |
| Scholarly communication | 0.019 | 0.012 |
| Open science | 0.004 | 0.006 |
| Research integrity | 0.016 | 0.015 |
| Insufficient payload (model declined to judge) | 0.026 | 0.005 |
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".