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Record W4406804878 · doi:10.3390/jrfm18020053

Globalization and European Integration: A Central European Perspective

2025· article· en· W4406804878 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueJournal of risk and financial management · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicPost-Communist Economic and Political Transition
Canadian institutionsnot available
Fundersnot available
KeywordsPerspective (graphical)GlobalizationPolitical scienceEuropean integrationRegional scienceInternational tradeEuropean unionGeographyBusinessComputer scienceArtificial intelligenceLaw

Abstract

fetched live from OpenAlex

Two decades after the biggest ever enlargement of the European Union, post-transition countries face a series of challenges, posed primarily by de-globalization and growing illiberalism. Declining European competitiveness, as highlighted by the Draghi Report (2024), calls for major restructuring both regionally and community-wide. This invited survey article attempts to solve a puzzle: if Europeanization has not been very successful, how could it promote globalization? Furthermore, Central Europe counts as a success story, both in terms of convergence and in terms of stabilizing west Europe’s previously restive neighborhood. Sustaining this success is not automatic. We posit the two main conditions. These are: more focus on Ordnungspolitik (single market, competition policy, and capital markets union) and de-emphasis of re-distrubution (CAP and Cohesion). We also show why and how Central Europe will decide the future of the EU and the ways it can cope with globalization.

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.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.911
Threshold uncertainty score0.225

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
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 head0.008
GPT teacher head0.254
Teacher spread0.246 · 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