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On the frontier of party-state capitalism: mapping the geopolitical economies of China’s Greater Bay Area

2025· article· en· W4411322743 on OpenAlexafffund
Jamie Peck, Matthew Sparke, Dimitar Anguelov, Jun Zhang

Bibliographic record

VenueGeoforum · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicChina's Socioeconomic Reforms and Governance
Canadian institutionsSmiths Detection (Canada)University of British Columbia
FundersSocial Sciences and Humanities Research CouncilSocial Sciences and Humanities Research Council of Canada
KeywordsFrontierGeopoliticsCapitalismChinaState (computer science)BayState capitalismEconomicsEconomyEconomic systemPolitical scienceEconomic geographyGeography

Abstract

fetched live from OpenAlex

• Explores the multifaceted development of China’s Greater Bay Area. • Positions the Greater Bay Area as a globalized frontier of party-state capitalism. • Problematizes the geopolitical within a geographical political economy approach. • Operationalizes a geographical variant of conjunctural analysis. • Offers a heuristic framework for analyzing geopolitical and geoeconomic dynamics. Developing and operationalizing a heuristic framework for analyzing China’s Greater Bay Area (GBA) as a conjunctural formation, the paper documents the mutual constitution and complex interweaving of geopolitical and geoeconomic relations in this cross-border regional space. Straddling an unstable fault line in the world system, the GBA is a fast-evolving and potentially volatile frontier zone of party-state capitalism. An ambitious region-building project with few, if any, precedents or templates, the GBA is a novel experiment in the production of new and recombinant spatial forms, discourses, and logics, the long-run outcomes of which are diverse and unpredictable, even as they are sure to be consequential. Thinking about the GBA requires simultaneous attention to the geoeconomic and the geopolitical, not least at the nexus of party-statecraft, multi-actor and multi-scalar governance, “security,” and new conceptions of national development. Moreover, thinking with the GBA can be taken as a (constructive, if challenging) prompt to explore new styles of methodological practice in geographical political economy, where the geopolitical has an endogenous but disruptive presence.

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)0.001
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: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.398
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.001
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 head0.016
GPT teacher head0.238
Teacher spread0.222 · 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

Citations9
Published2025
Admission routes2
Has abstractyes

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