Building the walls of international trade after war: Can dispute resolution mechanisms (DRMs) help?
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract This paper explores how international trade recovers after war, emphasizing the role of dispute resolution mechanisms (DRMs). Wars typically prolong negative trade impacts due to heightened tensions, but DRMs—such as General Agreement on Tariffs and Trade/World Trade Organization and diplomatic exchanges—can reduce these tensions, lower policy uncertainty, and ease economic frictions, facilitating recovery. Using the gravity model, the study analyzes trade flows between countries with a history of conflict to test if DRM membership brings additional trade benefits. Results indicate that DRM membership is linked to positive trade effects for countries affected by war, likely accelerating recovery from disruptions caused by conflict.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| 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) | 0.000 | 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 it