The Gym as a Culture of Body Achievement: Exploring Negative and Positive Body Image Experiences in Men Attending University
Bibliographic record
Abstract
This study qualitatively explored the body image experiences of men attending university ( N = 20). Participants were interviewed about comfortable and uncomfortable body-related situations. Participants also completed a measure of drive for muscularity. A thematic analysis was conducted. The results showed that the most commonly identified comfortable situation was the gym and was characterized by opportunities for positive social comparison and to wear physique-salient clothing to emphasize those positive comparisons and feelings of achievement. The gym and the beach were identified as the most common uncomfortable body-related situations characterized by a negative social comparison and associated negative thoughts and feelings related to the self and body, as well as situations involving the presence of women. Coping strategies included exercise and diet to change one’s appearance, avoidance, self-talk, and social support. Findings add to the growing understanding of the complexity of both negative and positive body image in men.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".