Factors associated with a drive for muscularity among gay and bisexual men
Bibliographic record
Abstract
Among gay and bisexual men, body dissatisfaction can manifest itself in the form of a desire for increased muscularity. Possibly in response to homophobia, the socio-sexual culture of gay and bisexual men privileges muscularity and may help to perpetuate a sense of body dissatisfaction. Little is known about factors associated with a drive for muscularity among gay and bisexual men. This study recruited participants (n = 400) at Toronto's 2008 lesbian, gay, bisexual and transgender festival to provide data used to examine the relationship between a drive for muscularity and demographics (age, race, education, HIV status), psychological factors (depression, disordered eating, internalised homophobia, substance use), body mass, a history of childhood sexual abuse and sexual risk. Multivariate analyses revealed that a drive for muscularity was associated with age, disordered eating, depression, sexual risk and internalised homonegativity. These findings can be used to advance the health and wellbeing of gay and bisexual men, particularly interventions designed to mitigate the effects of internalised homonegativity and policies aimed at reducing homophobia.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".