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Record W3119110244 · doi:10.1108/cpoib-05-2020-0053

Elite maintenance work across the Covid-19 crisis: a critical view on power and language

2021· article· en· W3119110244 on OpenAlexaff
Suhaib Riaz, Sean Buchanan

Bibliographic record

VenueCritical Perspectives on International Business · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicElite Sociology and Global Capitalism
Canadian institutionsUniversity of ManitobaUniversity of Ottawa
Fundersnot available
KeywordsEliteOriginalityMainstreamPower (physics)SociologyCritical appraisalPolitical sciencePublic relationsPolitical economyPoliticsSocial scienceLaw

Abstract

fetched live from OpenAlex

Purpose This paper aims to present a critical interpretation of unfolding events related to corporate and policymaking elites during the coronavirus (Covid-19) pandemic crisis to serve as a point of contrast to mainstream views. Design/methodology/approach Drawing upon literature on elite maintenance and power, learning from recent previous crises and emerging evidence during the Covid-19 pandemic crisis, this study develops arguments to question and problematize the exercise of power by elites toward maintenance of existing systems across the pandemic. Findings Critical examination points attention to three related but analytically distinct strategies in the exercise of elite power: reinforcing myths, redirecting blame and reclaiming positions, all directed to maintain the system and preserve power. The potential effects of this ongoing elite maintenance are highlighted, revealing the old and new forms of power likely to emerge at the corporate, national and global levels across the pandemic crisis and endure beyond it. Social implications It is hoped that the critical examination here may build more awareness about the deep and complex nature of elite power and systems across the globe that preclude meaningful system change to address societal challenges. It may thereby provide more informed engagement toward system change. Originality/value The main originality of the paper lies in its attempt to tie together the various types of elite maintenance works and their potential effects into an overarching narrative. Making these connections and interpreting them from a critical perspective provides a rare large-canvas picture of elite power and system maintenance, particularly across a global crisis.

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)0.015
metaresearch head score (Gemma)0.017
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: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.019
Threshold uncertainty score0.079

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0150.017
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0040.002
Science and technology studies0.0190.085
Scholarly communication0.0170.018
Open science0.0020.011
Research integrity0.0040.008
Insufficient payload (model declined to judge)0.0070.001

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 head0.022
GPT teacher head0.402
Teacher spread0.380 · 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

Citations5
Published2021
Admission routes1
Has abstractyes

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Same venueCritical Perspectives on International BusinessSame topicElite Sociology and Global CapitalismFrench-language works237,207