Rethinking the Caribbean Basin Initiative: A case study of US foreign policy toward the Caribbean
Bibliographic record
Abstract
Abstract An analysis of the history of US–Latin America and Caribbean relations shows that the Monroe Doctrine has been revamped through the Caribbean Basin Initiative. This article provides a concise overview of the Initiative. Then, we report empirical findings from a qualitative study conducted in the Caribbean, which discusses the most salient problems associated with the Initiative. The findings show that Caribbean Basin Initiative‐related problems stem mostly from the fact that it is a goods‐only agreement; moreover, the initiative's rules of origin, unilateral nature, and uncertainty are exacerbated by the fact that most beneficiaries are service‐oriented economies, they suffer from a supply constraint, and they lack the competitive edge with larger economies that export similar goods to the United States. These problems can be ameliorated through a rethinking of the Caribbean Basin Initiative.
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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 | 0.009 | 0.013 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.005 |
| Science and technology studies | 0.027 | 0.015 |
| Scholarly communication | 0.009 | 0.003 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.005 | 0.004 |
| Insufficient payload (model declined to judge) | 0.004 | 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 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".