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Record W194716925

Flexing the Tensions of Female Muscularity: How Female Bodybuilders Negotiate Normative Femininity in Competitive Bodybuilding

2005· article· en· W194716925 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueWomen’s Studies Quarterly · 2005
Typearticle
Languageen
FieldSocial Sciences
TopicSports, Gender, and Society
Canadian institutionsnot available
Fundersnot available
KeywordsFemininityBeautyNormativeAthletesNegotiationGender studiesPsychologySociologyArtPolitical scienceMedicineAestheticsLaw
DOInot available

Abstract

fetched live from OpenAlex

Times have changed; they're looking for a mixture of muscularity and and you have to be able to have both and these girls have a hard time figuring that out. Kate, interview transcript, 2002 Since the First Women's World Bodybuilding Championship in Los Angeles in 1979,i the relationship between and muscularity has been the central problematic of the sport. Throughout the 1980s and 90s female bodybuilding flourished, as did the size of the athletes. Early pioneers such as Bev Francis, Lenda Murray, Carla Dunlap, and Cory Everson pushed female muscularity way beyond the sport's initial beauty pageant boundaries. However, these gains did not occur without growing moral panic-to the extent that gender-bending bodies are now being attributed to the death of women's bodybuilding as a spectator sport (Williams 2000:105). The most recent responses from bodybuilding gatekeepers to the increased muscularity of female competitors include the formalization of femininity as a judging criterion and the erasure of serious reporting on women's bodybuilding competitions in the bodybuilding media. Wayne DeMilla, vice president of the International Federation of Bodybuilding (IFBB), explained the factors that forced these developments to Iron Man magazine: We saw that as the physiques became more extreme, we couldn't market it. At the beginning of 2000, we sent out a criteria (sic) that the athletes had to come in with more of an emphasis on symmetry and muscularity and that the face would be judged. We also switched to weight divisions so that the smaller women wouldn't have to try and get big like the larger girls. The Sandwich 2001:12 DeMilla's explanation not only underscores the growing intolerance for female hypermuscularity and persistence of sexism within bodybuilding, but it also signals a much more widespread cultural abhorrence for female strength and muscularity. The decision by the IFBB to actively institute femininity as an official judging criterion, while masculinity remains implicit with muscularity in men's bodybuilding competition, mirrors shift within American politics toward an increasingly conservative ideology. These shifts can be understood as a response to the gains made by feminist and civil-rights movements over the past few decades. In this context, developments in the patriarchal institution of women's bodybuilding can be understood as part of a broader cultural effort to protect normative sex, gender, and heterosexual identity paradigms that the specters of hypermuscular female bodies attack. This essay examines the responses of some female bodybuilders to the current conservative shifts within their sport. I draw on data from my interviews with six competitive female bodybuilders conducted in Vancouver during the fall of 2002.ii Although bodybuilding is popular in other nations and continents, including Australia, China, Japan, and Europe, my focus in this essay is specifically on the original American institution of bodybuilding as it is enacted in the Canadian context. Known as the International Federation of Bodybuilding (IFBB), this institution acts as an international gatekeeper for the rules and regulations of men's and women's bodybuilding competitions. The most prestigious professional events are presided over by the IFBB and are held in the United States. Although different bodybuilding federations in other countries may diverge along some judging lines, they are all shaped by the rules and regulations set by the IFBB. Competitive bodybuilding in Canada is closely shaped by the IFBB and therefore provides a useful context to examine some of the most recent and significant developments in women's bodybuilding. My focus here is on two compelling themes that arose from my interviews: (1) constructions of the ideal female bodybuilder-how my participants negotiate gender, race, heterosexual, and class norms in their attitudes toward female muscularity and (2) performing normative in bodybuilding competition-how my participants negotiate expectations to perform heterosexuality and middle-class in bodybuilding competition. …

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.015
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0010.001
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 head0.052
GPT teacher head0.331
Teacher spread0.280 · 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