Young Women's Experiences of Social Physique Anxiety
Bibliographic record
Abstract
It is well documented that young women's social physique anxiety is associated with a number of health-compromising behaviors. The bulk of this research has used the Social Physique Anxiety Scale (SPAS); however, the use of questionnaires in the body domain has been critiqued because of the assumption that women's experiences are singular and static. Therefore, the purpose of this study was to try to better understand young women's experiences of social physique anxiety. Feminist theory was used as a guiding perspective for this case study. Four young women participated (all 15 years old) and multiple methods (i.e. focus group, interviews, abstract photography task) were employed. The four themes developed were: (1) web of emotion; (2) uncertainty; (3) beyond physique; and (4) resignation. The stories of the young women suggest that their experiences are not easily reduced to this singular construct, and that, as a construct, social physique anxiety is limited in helping us to understand women's diverse experiences.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.003 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".