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Record W4366364520 · doi:10.1017/9781009337489

The Contested World Economy

2023· book· en· W4366364520 on OpenAlexaff
Eric Helleiner

Bibliographic record

VenueCambridge University Press eBooks · 2023
Typebook
Languageen
FieldEconomics, Econometrics and Finance
TopicGlobal Economic and Social Development
Canadian institutionsUniversity of Waterloo
Fundersnot available
KeywordsWorld economyPolitical sciencePolitical economyPoliticsRegionalism (politics)EconomyInternational political economyField (mathematics)SociologyEconomicsLaw

Abstract

fetched live from OpenAlex

The rapid growth of the field of international political economy since the 1970s has revived an older tradition of thought from the pre-1945 era. The Contested World Economy provides the first book-length analysis of these deep intellectual roots of the field, revealing how earlier debates about the world economy were more global and wide-ranging than usually recognized. Helleiner shows how pre-1945 pioneers of international political economy included thinkers from all parts of the world rather than just those from Europe and the United States featured in most textbooks. Their discussions also went beyond the much-studied debate between economic liberals, neomercantilists, and Marxists, and addressed wider topics, including many with contemporary relevance, such as environmental degradation, gender inequality, racial discrimination, religious worldviews, civilizational values, national self-sufficiency, and varieties of economic regionalism. This fascinating history of ideas sheds new light on current debates and the need for a global understanding of their antecedents.

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)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.009
Threshold uncertainty score0.045

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0020.014
Scholarly communication0.0090.007
Open science0.0010.003
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0080.002

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 head0.032
GPT teacher head0.180
Teacher spread0.148 · 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 designNot applicable
Domainnot available
GenreOther

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

Citations32
Published2023
Admission routes1
Has abstractyes

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