Bibliographic record
Abstract
The most compelling account of jus cogens is that it flows from natural law and constitutes the “ethically minimum” content of international law. Although natural law was once considered an acceptable and obvious approach to jurisprudence, its significance has waned at the expense of legal positivism. However, the hierarchical quality of jus cogens is best explained by some element of natural law—and its explicit invocation of moral content—rather than anything one might find in legal positivism. Of course, international lawyers have persistently refused to recognize the latent naturalism within jus cogens. While rueful from the point of view of legal theory, the obfuscation was nonetheless essential for jus cogens to succeed. In an alternate world where jus cogens was correctly viewed as a vestige of natural law, modern international lawyers would never have accepted it. One might lament the failure to recognize the natural law origins of jus cogens because it hampered the development of standards for identifying which legal norms counted as jus cogens. However, no account of jus cogens offers compelling, unambiguous criteria, and second, the lack of clarity on its criteria was a good price to pay in exchange for the legal category’s widespread adoption. In the end, the notion that jus cogens is consistent with international law’s legal positivism was a useful fiction, a “noble lie” that gave us modern human rights 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 | 0.011 | 0.022 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.005 | 0.044 |
| Scholarly communication | 0.009 | 0.014 |
| Open science | 0.003 | 0.004 |
| Research integrity | 0.008 | 0.018 |
| Insufficient payload (model declined to judge) | 0.004 | 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".