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Record W2166625696 · doi:10.1177/1470593114523446

Theoretical reflections on dystopian consumer culture

2014· article· en· W2166625696 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

VenueMarketing Theory · 2014
Typearticle
Languageen
FieldArts and Humanities
TopicMusic History and Culture
Canadian institutionsConcordia University
Fundersnot available
KeywordsDystopiaPopularityAestheticsSociologyContext (archaeology)Consumption (sociology)MythologySubculture (biology)Popular cultureHistoryMedia studiesArtLiteraturePsychologySocial psychologyArchaeology

Abstract

fetched live from OpenAlex

This article examines aspects related to the dystopic consumption and production of the musical and performance art form known as black metal. Steeped in anti-Christian motifs, surrounded by a history of violence and brutal imagery, black metal is an extreme metal art form that has been growing steadily in popularity throughout Europe, South America, and the United States. We first examine black metal culture through the eyes of both artists and consumers, using mixed qualitative methodologies. Thereafter, we derive specific theoretical interpretations from the black metal subculture that are predicated on the emerging themes of signification, identity transformation, xenophobia, and a reconstructed mythology that all point to what we present as a dystopian consumption model. The model demonstrates how dystopia, in context, is at the heart of the symbiotic relationship between consumers and producers and is encapsulated by a specific set of processes and overarching conditions. Implications and relationships to utopian models are discussed.

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)0.002
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: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.889
Threshold uncertainty score0.960

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
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)0.0410.000

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 head0.020
GPT teacher head0.241
Teacher spread0.220 · 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