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
Body dysmorphic disorder (BDD) is a psychiatric illness characterized by obsessive thoughts in relation to one’s appearance. Body dysmorphia continues to gain attention in the general media, academia, and the scientific community. This mental health condition can happen to anyone of any gender and is evaluated to be a chronic and long-term condition. Although research and developed models have attempted to understand the etiology, there is significant limited amount of research regarding BDD in relation to men. This highlights the need to bring awareness surrounding this topic by expressing thought provoking questions, as without treatment, BDD will progressively worsen as one ages. In this piece, we present thoughts on why this area is under-represented, as well as briefly describing what body dysmorphia is and the main area of distress in men. Moreover, we discuss why men are fixated on achieving the “ideal male image” and what it appears to be, what are the possible factors inducing body dysmorphia, and the overarching need to conduct more research on this topic.
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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.006 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.020 | 0.002 |
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