Sovereignty Denied & Sovereignty Yielded:Through the Looking Glass on 21st Century Piracy in the Seychelles
Bibliographic record
Abstract
Using the case study of 21st century Piracy as it affects the small islands archipelagic state of the Seychelles, this paper sets the stage for a broader discussion on the sovereignty of small island states in international law. Sovereignty can be viewed through different lenses; sovereignty denied considers the many challenges faced by small island states and their claim to the traditional concept of sovereignty, as promoted during the decolonisation era and projected by the right of self determination. On the other hand sovereignty can also be yielded by small island states, where the jurisdiction of the state becomes a resource. This is demonstrated through the degree of international assistance afforded to the Seychelles in dealing with pirates and more generally, through the development of offshore companies in small island states. Consequently, this paper suggests that international law is both the problem and solution to the sovereignty of small island states.
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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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.013 | 0.027 |
| Scholarly communication | 0.006 | 0.005 |
| Open science | 0.001 | 0.010 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.005 | 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".