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Record W4408027526 · doi:10.1080/17430437.2024.2446113

Heroic idleness: class matters in the history of surfing

2025· article· en· W4408027526 on OpenAlexaff
Michael J. Roberts, Kristin Lawler

Bibliographic record

VenueSport in Society · 2025
Typearticle
Languageen
FieldPsychology
TopicAdventure Sports and Sensation Seeking
Canadian institutionsMount Saint Vincent University
Fundersnot available
KeywordsClass (philosophy)HistoryAdvertisingComputer scienceSociologyBusinessArtificial intelligence

Abstract

fetched live from OpenAlex

When the class background of surfers is considered by scholars in the field of surfing studies, there is a tendency to interpret ‘class’ in terms of income and consumption practices. This explains why surfers in the U.S. tend to be described as ‘middle class’. In this kind of conceptualization, class is typically used to signify privilege, the exclusion of others, and sometimes aggression. We use an alternative conceptualization of class that defines class as a social relation of production to reveal how class matters differently in the history of surfing, where certain working-class-subcultural forms influenced surfers in ways that signify joy and solidarity in surfing. We provide our alternative way of thinking about the significance of class in the history of surfing by discussing phenomena heretofore unexamined by surfing studies scholars: namely, certain cultural forms shared between California surfers in the 1930s and 40s and the Industrial Workers of the World (IWW), a labor union that reached its zenith of influence within popular culture in the early decades of the twentieth century. The cultural resonance between these two groups persists today.

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 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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.191
Threshold uncertainty score0.303

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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)0.0000.000

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 head0.022
GPT teacher head0.296
Teacher spread0.275 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
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

Citations0
Published2025
Admission routes1
Has abstractyes

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