MétaCan
Menu
Back to cohort
Record W4389883889 · doi:10.1080/08865655.2023.2292118

Border Encroachments: Comparing Cooperative Border Controls Along the EU’s External Frontier

2023· article· en· W4389883889 on OpenAlexvenueno aff
Derek Lutterbeck

Bibliographic record

VenueJournal of Borderlands Studies · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicEuropean Union Policy and Governance
Canadian institutionsnot available
Fundersnot available
KeywordsFrontierJurisdictionPolitical scienceGeographyEnforcementSovereigntyInternational tradeEuropean unionEconomyEconomic geographyBusinessEconomicsLawPolitics

Abstract

fetched live from OpenAlex

The aim of this article is to analyse the cooperation between European and neighbouring countries in controlling the outer borders of the EU. Based on a comparison of six case studies of cross-border cooperation – Italy-Albania, Italy-Libya, Spain-Morocco, Spain-Mauritania, Spain-Senegal, and Greece-Turkey – the article shows that border controls along the external frontier of the EU have not only become increasingly collaborative but, in most cases, have also involved an outward expansion of the border enforcement apparatus of European countries into the sovereign space of adjacent states such as their territorial waters and even their territories. The modalities and extent of these border encroachments have varied considerably, however. While several factors are identified which have impacted these extended border controls, the most important seems to be the power differential between the two countries concerned: the greater the power asymmetry – broadly defined in military and economic terms – between the two states involved in cooperative border controls, the more far-reaching the intrusion of border enforcement efforts into the weaker country’s jurisdiction has been.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.340
Threshold uncertainty score0.903

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.050
GPT teacher head0.380
Teacher spread0.330 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreEmpirical

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".

Quick stats

Citations1
Published2023
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Borderlands StudiesSame topicEuropean Union Policy and GovernanceFrench-language works237,207