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Global Dissipation of Neoliberal Models and the Sovereign State Doctrine

2022· article· en· W4313645114 on OpenAlexfundno aff
Goran Sumkoski

Bibliographic record

VenueVestnik RUDN International Relations · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicInternational Development and Aid
Canadian institutionsnot available
FundersUniversity of OxfordOverseas Development InstitutePrinceton UniversityInternational Development Research CentreUniversity of PittsburghYale UniversityWorld Bank Group
KeywordsSovereigntyDoctrineNeoliberalism (international relations)LegitimacyPolitical scienceContext (archaeology)IdeologySovereign stateLaw and economicsPolitical economyState (computer science)Economic systemSociologyEconomicsLawPoliticsComputer science

Abstract

fetched live from OpenAlex

The article examines the mechanisms of quasi-voluntary and coercive dissemination of neoliberal models of development at the global level through the targeted activities and agendas of international organizations. At present, the legitimacy of both the process of promoting global neoliberalism itself and its results appear contradictory and widely challenged. This process has been accompanied by a decades-long erosion of state sovereignty, mandates and powers of nation-states. The result has been a “vacuum” in their ability to fully implement the sovereign state doctrine. However, today, with a multipolar world order transit states are again claiming the need to implement sovereign approaches to their own development, actively forming strategies and operational development plans alternative to neoliberalism. The author extensively analyzes neoliberal models of intervention, as well as those spheres in which there has been the greatest weakening of state powers. The article puts forward the thesis of the necessity for states to formulate national independent models of development alternative to the neoliberal programs globally imposed. This involves providing a broad ideological and philosophical framework and understanding of sovereign development for restoring the nation-sates ability to formulate sovereign state doctrine, vision, and strategy. In order to design and implement operational plans to revitalize the functional capacities of nation-states, it is important to restore relevant knowledge and practical skills, platforms and tools. It seems that this is what will allow nation-states to formulate their own development strategies in the context of dynamically emerging multipolarity. The article puts special emphasis on the doctrine of a sovereign state in the sphere of the economy. However, a similar approach can and should be applied in related spheres of social and political 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 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)0.008
metaresearch head score (Gemma)0.006
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 score0.009
Threshold uncertainty score0.051

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0040.054
Scholarly communication0.0090.010
Open science0.0010.010
Research integrity0.0040.008
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 head0.016
GPT teacher head0.290
Teacher spread0.274 · 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

Citations4
Published2022
Admission routes1
Has abstractyes

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