The independent contribution of muscularity-oriented disordered eating to clinical impairment in undergraduate men and women from Canada, the United States, and Iran
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.
Bibliographic record
Abstract
Muscularity-oriented disordered eating (MODE) involves eating behaviours motivated by the pursuit of muscularity and leanness (e.g., tracking macro-nutrients, using protein supplements) and has been increasing in prevalence in both men and women. MODE has been linked to adverse psychosocial outcomes, such as negative affect when deviating from food rules and prioritizing one’s diet plan over work, school, and social events. However, it is unclear whether MODE is associated with clinical impairment above and beyond traditional thinness-oriented eating disorder symptoms (e.g., cognitive restraint, restriction, purging). Moreover, limited research has examined MODE across Western and non-Western countries. The current study tests the hypothesis that MODE will contribute unique variance to clinical impairment beyond thinness-oriented eating disorder symptoms.
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 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 | 0.007 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.003 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| 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 it