Bibliographic record
Abstract
Upon the dissolution of the Netherlands Antilles in 2010, the smallest islands in this federation – Bonaire, St. Eustatius, and Saba – became special municipalities of the Netherlands, and were hence politically and constitutionally integrated into the Dutch metropolis. The present article seeks to understand this development in the context of the broader academic literature on small, non-sovereign island jurisdictions in the Caribbean and elsewhere. After a description of the reforms and a discussion of the perceived benefits and drawbacks of the new political status, the newly created Dutch Caribbean municipalities are compared with other non-sovereign jurisdictions in the Caribbean. Whereas the choice for political integration in itself can be compared with the French postwar policy of départementalisation, in terms of the historical significance and the direction of the reforms, the new political situation on Bonaire, St. Eustatius, and Saba could rather be better likened to that of the British Overseas Territories and their relationship with the United Kingdom.
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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 | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.011 |
| Science and technology studies | 0.009 | 0.003 |
| Scholarly communication | 0.010 | 0.003 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.014 | 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".