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Record W4406527044 · doi:10.1080/23268743.2024.2433451

Porn scholars coming together: founders reflect on 10 years of the SCMS Adult Film History Scholarly Interest Group

2024· article· en· W4406527044 on OpenAlexaff
Margaret Y. MacDonald

Bibliographic record

VenuePorn Studies · 2024
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicCinema and Media Studies
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsConversationOral historyMedia studiesSociologyMovie theaterHistoryArt historyAnthropology

Abstract

fetched live from OpenAlex

In this interview, participants recall the founding and history of the Adult Film History Scholarly Interest Group (AFH SIG) of the Society for Cinema and Media Studies (SCMS). Sharing their experiences as co-chairs, graduate representatives, and members, Dr Eric Schaefer, Dr Peter Alilunas, Dr Elena Gorfinkel, Dr John Paul Stadler, and Dr Feona Attwood discuss the circumstances of the early days of the SCMS AFH SIG. Their anecdotes illuminate the motivations and challenges faced by porn researchers at the groups’ inception and reflect on the SIG’s impact in years since. While documenting institutional origins through oral history, this conversation also considers how academic communities formed through the AFH SIG and similar channels have shaped developments in the field of porn research over the past decade.

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)0.017
metaresearch head score (Gemma)0.037
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: Commentary · Consensus signal: none
Teacher disagreement score0.030
Threshold uncertainty score0.088

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0170.037
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0030.003
Science and technology studies0.0300.012
Scholarly communication0.0120.012
Open science0.0020.019
Research integrity0.0040.010
Insufficient payload (model declined to judge)0.0080.001

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 head0.118
GPT teacher head0.286
Teacher spread0.167 · 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
GenreCommentary

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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