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Record W4415008539 · doi:10.1177/13634607251386272

The aesthetic labour of polycystic ovarian syndrome: The strife of heteronormative standards and the possibilities of queering

2025· article· en· W4415008539 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueSexualities · 2025
Typearticle
Languageen
FieldMedicine
TopicReproductive Health and Technologies
Canadian institutionsUniversity of Victoria
Fundersnot available
KeywordsHeteronormativityQueerHeterosexualityAgency (philosophy)Stigma (botany)Queer theoryQualitative researchLesbian

Abstract

fetched live from OpenAlex

This article contributes to the burgeoning qualitative literature on experiences of Polycystic Ovarian Syndrome (PCOS) by considering PCOS in relation to post-structural theory on gender, sexuality, embodiment, and aesthetic labour. Although to some degree culturally contingent, interview accounts with 30 people diagnosed with PCOS suggest that infertility, hairiness, acne, and/or fatness are a difficult combination with heterosexuality and a source of stigma regardless of identity. This article outlines the aesthetic labour women engaged in to meet heterosexual standards, highlighting structure, and where possible, agency in this work. It also highlights the potential of queer relationships, communities, and perspectives to disrupt heteronormative pressures, considering the promise and limits of bodily acceptance.

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.

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)0.002
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: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.705
Threshold uncertainty score0.874

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.002
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 head0.009
GPT teacher head0.299
Teacher spread0.291 · 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