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Record W7081963158 · doi:10.1016/j.tncr.2025.200149

Barriers of regional economic cooperation development: Theoretical perspectives

2025· article· en· W7081963158 on OpenAlexvenueno aff

Bibliographic record

VenueTransnational Corporation Review · 2025
Typearticle
Languageen
FieldComputer Science
TopicGeochemistry and Geologic Mapping
Canadian institutionsnot available
Fundersnot available
KeywordsRegionalism (politics)Linkage (software)General partnershipPoliticsInstitutionalismRegional development

Abstract

fetched live from OpenAlex

The increasing number of regional cooperation developments has attracted many researchers and scholars to explore further. This paper has utilized theoretical perspectives in analyzing the development of regional cooperation of Southern African Development Community (SADC) and Regional Comprehensive Economic Partnership (RCEP). This article explores the development of SADC and RCEP from the lens of regionalism, neoliberal institutionalism and linkage politics theories. This study is based on a combination of thorough literature review and semi-structured interviews. By drawing regionalism theory and utilizing neoliberal institutionalism, the results show that both SADC and RCEP have made adjustments despite the differences and have pursued common goals based on common interests as the basis of these formations under the common agendas that have been agreed on. From the lens of linkage politics theory shows that the paths to realize the common goals were challenging for both formations due to the different interests of many involving countries influenced by domestic level politics.

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)0.000
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 score0.985
Threshold uncertainty score0.431

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
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 head0.014
GPT teacher head0.257
Teacher spread0.242 · 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 teacher head, 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

Citations3
Published2025
Admission routes1
Has abstractyes

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