From extraction to surveillance: Re-territorialisation of Vietnam’s ocean frontier through fisheries reforms
Bibliographic record
Abstract
Abstract This paper examines how the EU’s Illegal, Unregulated and Unreported (IUU) fishing policy has influenced Vietnam’s recent fisheries management reforms. We draw on the idea of policy mobility to unpack how the EU’s IUU objectives to better manage Vietnamese fisheries is being implemented across national and provincial spaces. We find that the EU-influenced IUU regulations serves to reterritorialise fisheries management in Vietnam, along with reworking actors’ socio-spatial relations. Translating policy into practice results in a significant mismatch between IUU regulations and everyday fishing practices, raising questions about the sustainability of the newly designed IUU fisheries policies. Vietnam’s core policy narratives have shifted from a fisheries industry that was mainly extractive, to a fisheries industry relying on significant control and surveillance management. We conclude by troubling the notion of the EU as a ‘green actor’, and by reflecting on how the EU is reshaping fishing policies across the global South.
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How this classification was reachedexpand
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".