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Record W2901012855 · doi:10.1108/imr-10-2018-0287

Global consumer culture: epistemology and ontology

2018· article· en· W2901012855 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

VenueInternational Marketing Review · 2018
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicConsumer Behavior in Brand Consumption and Identification
Canadian institutionsWestern University
Fundersnot available
KeywordsOriginalityContext (archaeology)DialecticConsumption (sociology)SociologyMarketingOntologyProcess (computing)DeterritorializationValue (mathematics)EpistemologyComputer scienceBusinessSocial science

Abstract

fetched live from OpenAlex

Purpose The purpose of this paper is to propose a conceptual framework that highlights the reinforcing nature of global consumer culture (GCC). In doing so, this paper highlights a dialectic process in which consumers trade-off, appropriate, indigenize and creolize consumption into multiple GCCs. Design/methodology/approach The approach is conceptual with illustrative examples. Findings GCC is a reinforcing process shaped by global culture flows, acculturation, deterritorialization, and cultural and geographic specific entities. This process allows consumers to indigenize GCC, and GCC to contemporaneously appropriate aspects from myriad localized cultures, producing creolized cultures. Research limitations/implications Marketing research and practices need to shift away from the dichotomous view of global and local consumption fueled by a misleading view of segmentation. Instead, marketers should focus on identifying the permutations of emerging GCCs, how these operate according to the context and accordingly position their marketing mix to accommodate them. Originality/value The proposed model reviews and integrates existing literature to highlight fundamental research directions that present a comprehensive overview of GCCs, its shortcomings and future directions.

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.616
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.001

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 head0.024
GPT teacher head0.301
Teacher spread0.277 · 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