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Record W4417496542 · doi:10.54337/caga24-11171

Black Pudding: A Speculative Visual Index

2025· article· W4417496542 on OpenAlexaffabout

Bibliographic record

VenueProceedings of CAGA24 The Conference of AG Animation 2024 · 2025
Typearticle
Language
FieldPsychology
TopicSexuality, Behavior, and Technology
Canadian institutionsConcordia University
Fundersnot available
KeywordsStudioAnimationSpace (punctuation)Index (typography)Generative grammarVisual methodsShort FilmCreativity

Abstract

fetched live from OpenAlex

Funded by the GenAI Studio grant (Milieux Institute and Applied AI Institute), B̷l̷a̷c̷k̷ P̷u̷d̷d̷i̷n̷g̷ is a research-driven, AI-based project that revisits the lost pornographic animation film Black Pudding (1969) by Nancy Edell (1942-2005), a Canadian-American pioneer director in feminist animation. By using the tools available on generative AI porn platforms, this project speculates on how contemporary AI would represent Black Pudding today. This is done using surviving textual materials (critics, festival reviews, films encyclopedias) written about the film as prompts on contemporary AI-porn content generators. B̷l̷a̷c̷k̷ P̷u̷d̷d̷i̷n̷g̷ creates a space to explore the ethical and creative boundaries of generative AI in reconstituting feminist sexual representations.

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)0.001
metaresearch head score (Gemma)0.005
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: Other · Consensus signal: Other
Teacher disagreement score0.071
Threshold uncertainty score0.236

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.005
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0030.003
Science and technology studies0.0030.004
Scholarly communication0.0080.005
Open science0.0010.002
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0710.005

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 head0.050
GPT teacher head0.363
Teacher spread0.312 · 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
GenreOther

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 routes2
Has abstractyes

Explore more

Same venueProceedings of CAGA24 The Conference of AG Animation 2024Same topicSexuality, Behavior, and TechnologyFrench-language works237,207