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Record W3171871281 · doi:10.1017/s0260210521000309

Nearly modern IPE? Insights from IPE at mid-century

2021· article· en· W3171871281 on OpenAlexaff
Randall Germain

Bibliographic record

VenueReview of International Studies · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicElite Sociology and Global Capitalism
Canadian institutionsCarleton University
Fundersnot available
KeywordsScholarshipFraming (construction)DisciplineCarrEpistemologySociologyWork (physics)Political scienceEnvironmental ethicsSocial scienceHistoryPhilosophyLaw

Abstract

fetched live from OpenAlex

Abstract Disciplinary debates within IPE often leave as an open question how contemporary scholars may build on and incorporate insights from its rich intellectual history. In this article I examine the work of three scholars who are rarely grouped together, but who should be recognised today as engaged in an IPE-inflected debate: Karl Polanyi, E. H. Carr, and David Mitrany. They advanced distinct IPE-centred ways of framing the central problems of the post-1945 world, which are remarkable for how they prefigure important themes in modern IPE scholarship. By assembling and considering their work collectively, I make two arguments: (1) we should recognise their contributions as a precursor to modern IPE; and (2) their work, with certain caveats, provides valuable intellectual resources for contemporary scholars. Their combined work should be considered as part of the common heritage of IPE.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.765
Threshold uncertainty score0.475

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
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 head0.037
GPT teacher head0.372
Teacher spread0.335 · 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 designNot applicable
Domainnot available
GenreReview

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
Published2021
Admission routes1
Has abstractyes

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