MétaCan
Menu
Back to cohort
Record W2746216779 · doi:10.22215/cjers.v7i1.2472

The Evolution of the European Neighbourhood Policy and the Current Challenges of a Disintegrated Neighbourhood

2012· article· en· W2746216779 on OpenAlexvenueno aff
Nariné Ghazaryan

Bibliographic record

VenueThe Canadian Journal of European and Russian Studies · 2012
Typearticle
Languageen
FieldSocial Sciences
TopicCross-Border Cooperation and Integration
Canadian institutionsnot available
Fundersnot available
KeywordsEuropean Neighbourhood PolicyNeighbourhood (mathematics)Political scienceEuropean unionTreatyMember statesPolitical economyPublic administrationSociologyLawEconomicsEconomic policyPolitics

Abstract

fetched live from OpenAlex

The paper traces the evolution of the European Neighbourhood Policy (ENP) since its origins until the present day. The ENP was initiated in 2003 attracting vast institutional and scholarly interest in its various aspects. The extraordinary events of the Arab Spring revolutions in the Southern neighbourhood prompted a renewed interest towards the ENP despite the internal economic turmoil faced by the European Union (EU) and its Member States. The EU institutions undertook a substantive revision of the policy in 2011 in addition to the regional split that had taken place previously. The legal framework of the ENP, comprising its objectives, methodology and instruments, is analysed to reveal the various stages of the existence of the policy and the shortcomings undermining its success. The initial stage of policy formation, the subsequent impact of the Treaty of Lisbon, and the most current state of affairs with a regional emphasis will be addressed in sequence. Full text available at: https://doi.org/10.22215/rera.v7i1.211

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.009
metaresearch head score (Gemma)0.007
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.042
Threshold uncertainty score0.177

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0090.007
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.003
Science and technology studies0.0070.015
Scholarly communication0.0150.008
Open science0.0020.010
Research integrity0.0060.004
Insufficient payload (model declined to judge)0.0040.001

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 head0.033
GPT teacher head0.319
Teacher spread0.286 · 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 source (direct Gemma or distilled Codex), 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

Citations0
Published2012
Admission routes1
Has abstractyes

Explore more

Same venueThe Canadian Journal of European and Russian StudiesSame topicCross-Border Cooperation and IntegrationFrench-language works237,207