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Record W4411179593 · doi:10.32782/2308-1988/2025-54-24

ENSURING FOREIGN TRADE SECURITY AT THE REGIONAL LEVEL: WORLD EXPERIENCE

2025· article· en· W4411179593 on OpenAlexaboutno aff
Juliia Poliakova, Valentyna Kutsyk

Bibliographic record

VenueСталий розвиток економіки · 2025
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicEconomic Issues in Ukraine
Canadian institutionsnot available
Fundersnot available
KeywordsInternational tradeBusiness

Abstract

fetched live from OpenAlex

The article is devoted to examining global practices in ensuring foreign trade security at the regional level. It identifies modern tools and effective mechanisms that help regions strengthen their positions in international trade while mitigating risks and threats. The importance of ensuring regional foreign trade security is emphasized in the context of global instability, economic competition, and geopolitical threats, as this issue concerns not only the national level but also specific regions, cities, and communities that actively participate in international economic processes. The experience of EU countries is considered, where regions are active participants in foreign trade operations thanks to decentralization processes and access to EU structural funds, and where regional development agencies operate effectively. Attention is given to Germany’s experience, where federal states can have their own economic offices abroad to promote foreign trade, and chambers of commerce and industry outside the country offer German companies a wide range of services. The experience of the United Kingdom is studied, which supports the activities of nine regional directors for international trade. Based on the activities of relevant institutions and information networks, the experience of the United States in supporting the foreign trade of regional companies is demonstrated. Measures to ensure regional foreign trade security in China are examined, particularly through the creation and operation of free trade zones as export-oriented hubs with a high level of security. Japan’s experience in assisting small and medium-sized enterprises to maximize their global export potential and Canada’s experience in developing regional export diplomacy are also explored. It is substantiated that the experience of foreign countries in ensuring regional foreign trade security is relevant and useful for Ukraine, especially in the context of russian military aggression, complications in transport and logistics schemes, and increased vulnerability of regional development.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.804
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.001

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 head0.082
GPT teacher head0.262
Teacher spread0.179 · 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; both teacher heads agree on what is shown here.

Study designTheoretical or conceptual
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
Published2025
Admission routes1
Has abstractyes

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