The Conflicting Aims of the European Neighborhood Policy and its Secondary Effects
Bibliographic record
Abstract
Protecting the external borders of the European Union (EU) has been one of the key priorities of European policy makers in the last decade. Extending border controls beyond EU territories in order to fight ongoing issues such as migration has been one of the major strategies conducted by the EU to guarantee the security of Europe's borders. The European Neighborhood Policy has played a pivotal role in ensuring that the neighbors complied with the EU's interest by offering political and economic rewards. Compliance is also enhanced through the “Seville Doctrine.” The paper challenges the idea that the “war on migrants” is a common shared interest for the EU and North African states, arguing that it is rather an EU security interest which does not necessarily correspond with the neighbors priorities. Finally, the paper focuses on the implementation of externalization in Morocco and critically analyzes the non-desired secondary effects generated by the adoption of EU-made migration policies.
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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 | 0.002 | 0.005 |
| 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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 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".