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Record W4409966328 · doi:10.1177/14614448251336419

Deep acting attraction: Predation, masculinity and erotic labour in algorithmic romance

2025· article· en· W4409966328 on OpenAlexaff
Noah Khan

Bibliographic record

VenueNew Media & Society · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicGender, Feminism, and Media
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsRomanceMasculinityAttractionPredationPsychologySocial psychologyPsychoanalysisPhilosophyEcologyBiology

Abstract

fetched live from OpenAlex

The present paper examines the emotional labour of love in algorithmic romance, as represented by Replika, the world’s most popular artificial intelligence companion application, and its implications for ethical artificial intelligence development through the conceptual frame of deep acting . Emotional labour, the theoretical umbrella under which deep acting falls, is introduced as a scope through which to review literature on Replika. Then, the paper looks to Plato’s Alcibiades to assay elements of algorithmic romance, with three suggested features of import: predation, masculinity and erotic labour. The proffered elements are then applied to Replika through the conceptual framework of deep acting, identifying ways in which algorithms overwrite the romantic self and other, suggesting a co-opting of the human body that may extend to other algorithmic dating applications. The article concludes with implications for ethical artificial intelligence development in view of the discussed exploitation of emotional labour.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.388
Threshold uncertainty score0.486

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
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 head0.028
GPT teacher head0.310
Teacher spread0.282 · 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

Citations3
Published2025
Admission routes1
Has abstractyes

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