Perfectionism and Thoughts About Having Cosmetic Surgery Performed1
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
Trait perfectionism, perfectionistic self‐presentation, and thoughts about having cosmetic surgery performed (TAHCSP) were examined. In Study 1, perfectionistic self‐promotion (PSP) and nondisplay of imperfection (NDP) correlated with TAHCSP in 292 university women. Both Study 2 ( N ‐ 527 university women and 209 university men) and Study 3 ( N = 43 gym‐going women and 52 gym‐going men) replicated findings from Study 1. Studies 2 and 3 extended Study 1 by showing that (a) socially prescribed perfectionism (SPP) correlated with TAHCSP and (b) PSP, NDP, and SPP correlated with TAHCSP in women only. PSP and NDP mediated the relation between SPP and TAHCSP in studies 2 and 3. Results held after controlling for age and body mass index. Perfectionists' pursuit of appearance ideals, fault‐finding predilection, and concern over others' evaluations may generate and maintain TAHCSP.
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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 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| 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