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Record W2948394748 · doi:10.35120/kij30061401b

THE CONTROVERSY AROUND THE CURRENT SERBIAN BORDERS: A REAL CHALLENGE IN THE COUNTRY'S WAY TO EUROPEAN UNION MEMBERSHIP

2019· article· en· W2948394748 on OpenAlexaboutno aff
Natalia Bekiarova

Bibliographic record

VenueKnowledge International Journal · 2019
Typearticle
Languageen
FieldSocial Sciences
TopicEuropean Politics and Security
Canadian institutionsnot available
Fundersnot available
KeywordsMontenegroSerbianEuropean unionPolitical scienceNegotiationIndependence (probability theory)ResizingQuarter (Canadian coin)Development economicsGeographyPolitical economyEconomyLawInternational tradeSociologyRegional scienceBusinessEconomics

Abstract

fetched live from OpenAlex

The article “The controversy around the current Serbian borders: a real challenge in the country's way to European Union membership” provides an overview of border and territorial disputes between the Republic of Serbia and its neighbours in the Western Balkans. These problems have not been solved more than a quarter of a century. In the new EU strategy from February 2018 'A credible enlargement perspective for and enhanced EU engagement with the Western Balkans', it is said that Serbia and Montenegro can become members of the EU in 2025. This is possible in case that countries meet the conditions for membership and overcome their border disputes with their neighbours. A special place is given to the reasons for many unsettled border issues between post Yugoslav states. The focus is on the complex relations between Serbia and Kosovo, which should sit at the negotiating table and resolve the many controversial issues between them. One of the most important is the regulation of borders and the recognition of Kosovo's independence from Serbia. The idea of "correction" of the border between the two countries was commented, as well as the modern hostile relations between the countries. It is concluded that now an agreement between Serbia and the former Serbian province seems less likely than ever and explains why. The article sheds light on the complex border problems between Serbia and Croatia about the border of the Danube River, as well as the outstanding border issues between Serbia and Bosnia and Herzegovina. The conclusions are that Serbia will not be able to fulfill all the conditions for EU membership and the process of European integration of the country will be delayed.

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)0.013
metaresearch head score (Gemma)0.008
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 score0.022
Threshold uncertainty score0.067

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0130.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0110.011
Scholarly communication0.0220.008
Open science0.0010.006
Research integrity0.0070.008
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 head0.032
GPT teacher head0.354
Teacher spread0.322 · 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
Published2019
Admission routes1
Has abstractyes

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