Bibliographic record
Abstract
Abstract This article identifies the existence of a previously unknown but important type of self-directed political behavior by International Organizations (IOs) that I term intervention . Intervention occurs when an IO secretariat acts with the intention of altering an anticipated decision at a partially-overlapping IO in a regime complex. Intervention is a distinct type of behavior by IOs that differs from either bureaucratic competition among IOs for mandates, resources and policy influence, or cooperation to achieve joint regulatory goals and enhance performance. I probe the plausibility of intervention through an analysis of three illustrative case studies in the regime complex for food security showing self-directed political actions by the secretariats of the Food and Agriculture Organization (FAO), World Food Programme (WFP) and Office of the High Commissioner for Human Rights (OHCHR) directed at altering decision-making by states at the World Trade Organization (WTO). I identify three distinct intervention strategies – mobilizing states, public shaming and invoking alternative legal frameworks – in which IOs utilize their material, ideational and symbolic capabilities to influence decision-making not within their own institutions, but at other, overlapping organizations in a regime complex over which they have no direct control.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.003 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.009 | 0.000 |
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 teacher head, 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".