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Record W4402534556 · doi:10.3983/twc.2024.2621

To fan or antifan, that is the question

2024· article· en· W4402534556 on OpenAlexaff
Kavita Mudan Finn, Johnathan H. Pope

Bibliographic record

VenueTransformative Works and Cultures · 2024
Typearticle
Languageen
FieldArts and Humanities
TopicShakespeare, Adaptation, and Literary Criticism
Canadian institutionsMemorial University of Newfoundland
Fundersnot available
KeywordsFandomArtLiterature

Abstract

fetched live from OpenAlex

We introduce the complicated relationship between Shakespeare, performance studies, and fan studies before focusing on antifandom. In conjunction with evolving perspectives on antifan activities in recent years, we identify two broad, sometimes overlapping, categories of Shakespeare antifandom: (1) external antifandom or trolling that challenges the quality of his work or the perception of its cultural and intellectual value; and (2) internal antifandom or gatekeeping couched as a defense of Shakespeare against perceived threats posed by other Shakespeareans. In the process, we historicize Shakespeare antifandom activities and perspectives from Robert Greene to the present in order to answer the question, What does Shakespeare antifandom look like, and what are productive, rather than reductive, ways to engage with it? Over the course of this discussion, we offer the theoretical framework for the collection as a whole before explaining the organizational logic of the volume and overviewing the individual chapters.

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)0.005
metaresearch head score (Gemma)0.013
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.014
Threshold uncertainty score0.045

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.013
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0060.034
Scholarly communication0.0110.011
Open science0.0010.003
Research integrity0.0040.005
Insufficient payload (model declined to judge)0.0140.004

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 head0.035
GPT teacher head0.292
Teacher spread0.257 · 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 designNot applicable
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
Published2024
Admission routes1
Has abstractyes

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