MétaCan
Menu
Back to cohort
Record W7128959701 · doi:10.13137/2283-6438/37761

Sex-Bots Revisited: Bioethics and Parody in Margaret Atwood’s The Heart Goes Last (2015)

2025· article· en· W7128959701 on OpenAlexaboutno aff
Monika Leferman

Bibliographic record

VenueOpenstarTs (Univeristy of Trieste https://www.units.it/) · 2025
Typearticle
Languageen
FieldArts and Humanities
TopicUtopian, Dystopian, and Speculative Fiction
Canadian institutionsnot available
Fundersnot available
KeywordsDystopiaPosthumanIdeal (ethics)Human enhancementBioethicsUtopiaPosthumanismSensationalism

Abstract

fetched live from OpenAlex

Margaret Atwood, one of Canada's most celebrated and iconic writers, has shown an interest in exploring issues relevant to contemporary audiences in her fiction since the publication of her first novel, The Edible Woman (1969). Atwood's diverse body of literary work addresses important current concerns such as gender inequality, technology, consumerism, and the climate crisis. In her more recent dystopian novel, The Heart Goes Last (2015), Atwood imagines the US as a wasteland devastated by economic crisis. Within this fictional landscape, a social experiment emerges as a seemingly ideal social model, while the survivors must navigate new and complex circumstances. The novel contains several instances of parody and satirical commentary on contemporary consumerist practices and the obsession with technology and artificiality. Sex dolls, referred to as prostibots in The Heart Goes Last, play a pivotal role in Atwood's exploration of technological progress and its implications for humanity. Drawing on theories of posthumanism, bioethics, and narratology, this paper aims to analyse Atwood's inherently parodic construction of sex dolls as Gothic embodiments of artificial others. These prostibots not only redefine what it means to be human but also draw attention to the anxieties associated with the emergence of posthuman replicas, which, in turn, raise various biological and ethical issues.

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)0.004
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: Empirical · Consensus signal: none
Teacher disagreement score0.073
Threshold uncertainty score0.146

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0310.041
Scholarly communication0.0090.005
Open science0.0010.005
Research integrity0.0090.010
Insufficient payload (model declined to judge)0.0040.000

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 head0.054
GPT teacher head0.278
Teacher spread0.224 · 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
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueOpenstarTs (Univeristy of Trieste https://www.units.it/)Same topicUtopian, Dystopian, and Speculative FictionFrench-language works237,207