Food insecurity is associated with muscle dysmorphia symptomatology among a sample of Canadian adolescents and young adults
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
Prior research has documented the association between food insecurity and eating disorders, disordered eating behaviors, and body dissatisfaction. No known research has investigated whether food insecurity is associated with muscle dysmorphia symptomatology, which was the aim of this study. Data from 912 adolescents and young adults in Canada were analyzed. Linear regression analyses were used to determine the association between experiencing past year food insecurity and current muscle dysmorphia symptomatology. Among the sample, 15.7% reported experiencing any food insecurity. In regression analyses, food insecurity was significantly associated with greater overall muscle dysmorphia symptomatology and symptoms of Functional Impairment and Appearance Intolerance. Nearly one in five (18.5%) participants who reported food insecurity were at clinical risk for muscle-dysmorphia. Findings add to the growing literature on the adverse correlates of food insecurity and underscore the need for more research and intervention efforts to address the relationship between food insecurity and muscle dysmorphia symptomatology.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 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 it