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Record W2186981734 · doi:10.5195/jwsr.2011.418

Transnational Class Formation? Globalization and the Canadian Corporate Network

2011· article· en· W2186981734 on OpenAlexafffundabout
Jerome Klassen, William K. Carroll

Bibliographic record

VenueJournal of World-Systems Research · 2011
Typearticle
Languageen
FieldSocial Sciences
TopicElite Sociology and Global Capitalism
Canadian institutionsUniversity of Victoria
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsEliteGlobalizationInterlockGlobal networkCapital (architecture)Economic systemMarket economyPolitical economyPolitical scienceBusinessEconomic geographyEconomyInternational tradeSociologyEconomicsPoliticsLaw

Abstract

fetched live from OpenAlex

The issue of transnational class formation has figured centrally in recent debates on globalization. These debates revolve around the question of whether or not new patterns of cross-border trade and investment have established global circuits of capital out of which a transnational capitalist class has emerged. This paper takes up the notion of transnational class formation at the point of corporate directorship interlocks. Using Canada as a case study, it maps the changing network of directorship interlocks between leading firms in Canada and the world economy. In particular, the paper examines the role of transnational corporations (TNCs) in the Canadian corporate network; the resilience of a national corporate community; and new patterns of cross-border interlocking amongst transnational firms. Through this empirical mapping, the paper finds a definite link between investment and interlocking shaping the social space of the global corporate elite. Corporations with a transnational base of accumulation tend to participate in transnational interlocking. While national corporate communities have not been transcended, transnational firms increasingly predominate within them, articulating national with transnational elite segments. This new network of firms reconstitutes the corporate power bloc and forms a nascent transnational capitalist class.

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)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.063
Threshold uncertainty score0.458

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.004
Science and technology studies0.0110.007
Scholarly communication0.0080.003
Open science0.0010.003
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0100.000

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 head0.158
GPT teacher head0.370
Teacher spread0.212 · 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 designQualitative
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

Citations13
Published2011
Admission routes3
Has abstractyes

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Same venueJournal of World-Systems ResearchSame topicElite Sociology and Global CapitalismFrench-language works237,207