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Record W2996970222 · doi:10.1521/siso.2020.84.1.95

Complex Stratification in the World System: Capitalist Totality and Geopolitical Fragmentation

2019· article· en· W2996970222 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueScience & Society · 2019
Typearticle
Languageen
FieldSocial Sciences
TopicElite Sociology and Global Capitalism
Canadian institutionsYork UniversityWilfrid Laurier UniversityBrantford Energy (Canada)
Fundersnot available
KeywordsGeopoliticsCapitalismEmpireDialecticPolityWorld-systemConceptualizationSociologyPolitical economyMarxist philosophyState (computer science)Political scienceNeoclassical economicsEconomic systemEpistemologyLawEconomicsPoliticsPhilosophy

Abstract

fetched live from OpenAlex

Scholarly debate on territorialized geopolitics and internationalized capitalist accumulation has reached an impasse. Advocates of empire and transnational class and state formation underestimate the staying power of nation-states in the contemporary global order and extend theoretical claims beyond what the evidence allows. State-centric theorists of U. S. supremacy, meanwhile, fail to appreciate the subordination of all states to the law of value, operating in and through the uneven, hierarchical, and hypercomplex world market. Finally, theorists of “dual logics” cannot grasp the dialectical integration of state and capital. A way out of the impasse lies through the notion of a complexly stratified world system, which stresses capitalist specificity, capitalist totality, the multiplicity of states and capitals, and the ordering of the world in an imperialist chain. Understanding the world as complexly stratified in this way has serious implications for the conceptualization of contemporary imperialism.

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.

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)0.003
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.899
Threshold uncertainty score0.986

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.003
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 head0.026
GPT teacher head0.346
Teacher spread0.320 · 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