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Record W4416122181 · doi:10.1186/s40337-025-01435-3

Associations in intentions to use anabolic-androgenic steroids among non-consuming boys and men with probable eating disorders and muscle dysmorphia

2025· article· en· W4416122181 on OpenAlexaff
Kyle T. Ganson, Timothy Piatkowski, Alexander Testa, Jason M. Nagata

Bibliographic record

VenueJournal of Eating Disorders · 2025
Typearticle
Languageen
FieldPsychology
TopicEating Disorders and Behaviors
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsEating disordersAnorexiaAnorexia nervosaYoung adultComorbidityFeeding behavior

Abstract

fetched live from OpenAlex

BACKGROUND: Anabolic-androgenic steroids (AAS) are used to achieve a muscular and lean body to align with current ideals for boys and men. Identifying associations with intentions to use AAS, a precursor to actual use, is critical for prevention efforts. This study aimed to examine whether boys and men with a probable eating disorder or probable muscle dysmorphia have stronger intentions to use AAS, and whether these intentions differ between these conditions. METHODS: Data from a sample of 1,515 participants from the Study of Boys and Men who had never used AAS were analyzed. To address the study aims, one adjusted linear regression analysis was conducted along with post-hoc Wald tests. RESULTS: Probable anorexia nervosa/atypical anorexia nervosa, bulimia nervosa, and muscle dysmorphia were associated with greater intentions to use AAS compared to those with none of these conditions. Post-hoc Wald tests revealed that there were no significant differences in intentions to use AAS between those with probable anorexia nervosa/atypical anorexia nervosa, bulimia nervosa, and muscle dysmorphia; however, there were significant differences between these conditions and probable binge-eating disorder. CONCLUSION: The findings from this study add to a growing literature underscoring similar muscularity-oriented features across anorexia nervosa/atypical anorexia nervosa, bulimia nervosa, and muscle dysmorphia. Assessment of intentions to use AAS may be warranted among boys and men with eating disorders and muscle dysmorphia to ensure the provision of prevention and early-intervention strategies.

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)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.008
Threshold uncertainty score0.016

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.012
GPT teacher head0.283
Teacher spread0.271 · 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 designObservational
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

Citations4
Published2025
Admission routes1
Has abstractyes

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