Bibliographic record
Abstract
The episode put the question starkly: Who fills the gaps in international law and how? A series of tribunals operating under Chapter 11 of the North American Free Trade Agreement (NAFTA) had adopted broader interpretations of vague treaty language than those recommended by the state parties. In response, government ministers from the three state parties, Mexico, Canada, and the United States, operating through the Free Trade Commission (FTC) established by the treaty, adopted "Notes of Interpretation" clarifying their view of the treaty's meaning. International tribunals are generally tasked with examining state practice, either to recognize rules of customary international law that state practice may evidence or to discover from subsequent practice the intended meaning of treaty provisions. But when a tribunal's own interpretations conflict with state practice, who wins? Is state practice contrary to a tribunal's decision a breach of international law or a rebuke of the tribunal's view? In the case of NAFTA, the general instruction of the Vienna Convention on the Law of Treaties to look to "subsequent agreement" and "subsequent practice" in interpreting treaty provisions was paired with a specific recognition of the FTC's authority to "resolve disputes that may arise regarding [the] interpretation or application" of NAFTA. Nonetheless, NAFTA tribunals were split on exactly how to regard the "Notes of Interpretation" and how much respect they should be due. While for some, the Notes provided clear evidence of the parties' intent, for others, they were an improper attempt to subvert due process and the rule of law.
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 | 0.004 | 0.011 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.008 | 0.011 |
| Scholarly communication | 0.018 | 0.014 |
| Open science | 0.002 | 0.008 |
| Research integrity | 0.012 | 0.022 |
| Insufficient payload (model declined to judge) | 0.024 | 0.006 |
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".