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Record W4385971638 · doi:10.18357/bigr42202321053

‘Europe of the Regions’: From Slogan to Effects on European Union Borders and Regions

2023· article· en· W4385971638 on OpenAlexvenueno aff
Morgane Chovet

Bibliographic record

VenueBorders in Globalization Review · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicCross-Border Cooperation and Integration
Canadian institutionsnot available
Fundersnot available
KeywordsEuropean unionSloganPolitical scienceEuropean Union lawEuropean integrationPoliticsLegislationMember stateEuropeanisationEconomyMember statesGeographyInternational tradeLawEconomics

Abstract

fetched live from OpenAlex

This article shows that the integrationist trend of ‘a Europe of the regions’ shapes the way the different scales of territories in the European Union are considered. Due to this trend, European institutions evolved their processes of legislation within the EU. Institutions are now able to promote cohesion between all scales of territory composing the European continent, including cross-border territories. Thus, this trend participates in the promotion of European integration by erasing or blurring the state borders that exist between these territories. However, a Europe of the regions is not the ultimate goal of the European Union, and the results of this trend can be mitigated. This article’s analysis is mainly structured around European law, including both primary and secondary law but also case law of the European Union Court of Justice. In order to strengthen its approach, the article also draws from other disciplines such as history and political science.

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)0.001
metaresearch head score (Gemma)0.002
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: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.662
Threshold uncertainty score0.369

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.003
Science and technology studies0.0000.000
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 head0.022
GPT teacher head0.363
Teacher spread0.340 · 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

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