A Contextualized Account of General Principles of International Law
Bibliographic record
Abstract
This Article examines general principles of international law through the innovative means of comparing their use in four different, novel areas of international law—international environmental law, international investment law, international criminal law, and international indigenous rights. By doing so, the Article is able to make the distinct claim that there is no one, single methodology for analysis of general principles of international law. Rather, each area of international law tends to use a methodology suited to its policy objectives and overall characteristics as a specific area of law. The Article characterizes two predominant academic approaches to general principles: a purely “domestic approach” and a “hybrid approach”. The Article argues that international environmental law has tended to use a hybrid approach, whereas international investment law has limited itself to a domestic approach, manifesting immediately the differentiated analysis in different areas. International criminal law and international law on indigenous rights manifest more mixed approaches to analysis, again based on the needs of these different areas. These areas, however, also manifest some criticisms of the use of general principles that have led sometimes to restraints on them in the service of policy needs of different areas of international law. The Article ultimately puts the novel argument that this contextual analysis is not simply descriptively accurate but is a manifestation of an appropriate contextually-differentiated development of international law in light of concerns for its legitimacy in regulating actors other than state entities.
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.005 |
| Science and technology studies | 0.004 | 0.031 |
| Scholarly communication | 0.010 | 0.012 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.004 | 0.006 |
| Insufficient payload (model declined to judge) | 0.005 | 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".