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Record W3041400215 · doi:10.7202/1069852ar

“Are We a Bunch of Robin Hoods?”

2020· article· en· W3041400215 on OpenAlexaffvenue
Benjamin Staple

Bibliographic record

VenueEthnologies · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicSex work and related issues
Canadian institutionsMemorial University of Newfoundland
Fundersnot available
KeywordsVernacularFrontierIdentity (music)Resistance (ecology)HEROMedia studiesPower (physics)SociologyFace (sociological concept)AestheticsLawArtLiteraturePolitical scienceSocial science

Abstract

fetched live from OpenAlex

On the edge of the digital frontier, far from the oceans of their maritime namesakes, pirate communities flourish. Called outlaws and thieves, these file-sharers practice a vernacular tradition of digital piracy in the face of overwhelming state power. Based on ethnographic fieldwork conducted with Warez Scene cracking groups and the Kickass Torrents community, this article locates piracy discourse as a site of contested identity. For file-sharers who embrace it, the pirate identity is a discursively-constructed composite that enables users to draw upon (and create) outlaw folk hero traditions to express themselves and affect small-scale change in the world around them. This article argues that pirate culture is more nuanced than popularly depicted and that, through traditional practice, piracy is a vernacular performance of resistance.

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)0.000
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation 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 score0.282
Threshold uncertainty score0.194

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
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)0.0000.000

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 head0.070
GPT teacher head0.340
Teacher spread0.270 · 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 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

Citations0
Published2020
Admission routes2
Has abstractyes

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