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Record W4399703326 · doi:10.5539/jpl.v17n3p38

Integration Process in Central Asia: The Interaction of Nationalism and Regionalism

2024· article· en· W4399703326 on OpenAlexvenueno aff
Huan Cao

Bibliographic record

VenueJournal of Politics and Law · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicRussia and Soviet political economy
Canadian institutionsnot available
Fundersnot available
KeywordsRegionalism (politics)NationalismGeopoliticsCentral asiaSovereigntyPolitical scienceRegional integrationPolitical economyDevelopment economicsSociologyInternational tradePoliticsEconomicsLaw

Abstract

fetched live from OpenAlex

After the end of the cold war, Central Asia reappeared in the international community's view and became an important region in geopolitics. The independent Central Asian States have begun to seek regional cooperation in order to maintain regional security and stability and develop their national economies. But so far, the process of integration in Central Asia has been tortuous and slow. The Central Asian region has even been described by some scholars as the region with the lowest degree of regionalization in the world. By sorting out the history of the development of ethnicity and nationalism in Central Asia, this paper analyzes the reasons hindering the development of regional integration in Central Asia from the perspective of the interaction between nationalism and regionalism. The methodological basis of the paper is a synthesis of methodological regionalism and methodological nationalism. The paper argues that ethnic problems and nationalism in Central Asia constrain the formation of the concept of regional identity. At the same time, regionalism in Central Asia has triggered concerns of Central Asian nation-states about the loss of sovereignty of some states and state nationalism. The interaction of the two factors ultimately negatively affected the development of integration in Central Asia.

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)0.004
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.007
Threshold uncertainty score0.032

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0040.012
Scholarly communication0.0070.005
Open science0.0010.007
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.335
Teacher spread0.313 · 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 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

Citations2
Published2024
Admission routes1
Has abstractyes

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