Effectiveness of the Current Regimes to Combat Piracy in the Gulf of Guinea: An Evaluation
Why this work is in the frame
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Bibliographic record
Abstract
In recent years, piracy has emerged as a growing problem in the gulf of guinea region (the region). The gulf has, in the past years, witnessed a sharp rise in pirate attacks. The aim of this paper is to assess the application and shortcomings of the current arrangements in addressing the problem of piracy in the region. In doing so, the paper presents the possible means of combating piracy in the region and provides an analysis of counter-piracy responses that have been employed in the region. Analysis includes an evaluation of the steps taken by the governments of the region and the effectiveness of the implemented strategies to counter the threat posed by piracy in the region. Identifying the barriers and challenges to combat piracy, a comprehensive arrangement based effective cooperation is proposed in the paper.
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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 | 0.007 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| 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