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Record W4220785655 · doi:10.3390/jrfm15030124

Metatheoretical Issues of the Evolution of the International Political Economy

2022· article· en· W4220785655 on OpenAlexvenueno aff
Aleksy Кwilinski, Nataliya Dalevska, Vyacheslav V. Dementyev

Bibliographic record

VenueJournal of risk and financial management · 2022
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicEconomic Issues in Ukraine
Canadian institutionsnot available
Fundersnot available
KeywordsEconomic systemInternational political economyLegitimacyContext (archaeology)PoliticsPolitical scienceDialecticDynamismSociologyPolitical economyEconomicsEpistemology

Abstract

fetched live from OpenAlex

The topicality of the international political economy is determined by the complexity and dynamism of transformation processes in the world economic system, which are developing through information networks and financial technologies. The purpose of the article is to reveal the meta-theory elements of the international political economy in the context of their renewal in the context of the world economic system development in the wave of “information society”. To obtain scientifically sound results, the article uses the historical–logical method, the dialectical method of proceeding from the abstract to the concrete, institutional and evolutionary approaches. The article develops theoretical and methodological foundations for developing the international political economy. It is substantiated that the research agenda of the international political economy is characterized by socio-integrative trends of economic development in the global dimension. The interaction among actors of international relations is analyzed, and the structural components of their functional transformation under the conditions of integration processes advance within the world political and economic space are determined. It is concluded that the international political economy serves as a theoretical foundation, an integral general theoretical basis for establishing adaptive conceptual frameworks for building trust and solidarity among the subjects of the world economic system. Theoretical and methodological principles of the international political economy should be based on analyzing systemic and structural transformations of the world economic system; determining the criteria of social legitimacy of international authorities, based on the norms and values of social and environmental justice; and developing conditions for fulfilling the individual’s creative potential the field of world social capital.

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)0.007
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: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.010
Threshold uncertainty score0.059

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0070.008
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0040.003
Science and technology studies0.0030.032
Scholarly communication0.0100.012
Open science0.0010.003
Research integrity0.0020.005
Insufficient payload (model declined to judge)0.0050.000

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 head0.206
Teacher spread0.197 · 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

Citations63
Published2022
Admission routes1
Has abstractyes

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