International Nonregimes: A Research Agenda
Bibliographic record
Abstract
Why are multilateral institutions absent from some areas of international relations? Governments have not concluded regulatory policy agreements on tactical nuclear weapons and small arms control, deforestation, information privacy, and other transnational issues. The absence of regimes in such policy arenas is an empirical phenomenon with considerable theoretical and policy implications. Yet, existing scholarship on global governance largely ignores the instances in which such institutions do not emerge. This essay develops a research agenda to extend and strengthen regime theory through analysis of nonregimes. We articulate the concept, draw a typology of nonregimes, discuss the contributions that nonregime studies can make to IR theory, outline methodological approaches to pursue the proposed agenda, and highlight a priori theoretical considerations to guide such research. Six illustrative cases in the realms of arms control, environmental management, and international political economy are described and used to make preliminary observations of factors that impede regime formation.
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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 | 0.016 | 0.022 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.009 |
| Science and technology studies | 0.004 | 0.019 |
| Scholarly communication | 0.015 | 0.038 |
| Open science | 0.003 | 0.006 |
| Research integrity | 0.006 | 0.006 |
| Insufficient payload (model declined to judge) | 0.012 | 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".