Objective Assessment of Perceived Age Reversal and Improvement in Attractiveness After Aging Face Surgery
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
IMPORTANCE: Primary reasons why patients pursue aesthetic facial surgery are to look younger and more attractive; however, there is minimal literature about the effect of aesthetic facial surgery on perceived age and attractiveness. OBJECTIVES: To objectively and quantitatively evaluate the degree of perceived age change and improvement in attractiveness following aesthetic facial surgical procedures. DESIGN: Prospective evaluation by independent raters of preoperative and postoperative photographs of 49 consecutive patients who underwent aesthetic facial surgery between July 4, 2006, and July 22, 2010. The photographs of these patients were presented to 50 blinded raters, each of whom was randomly assigned to 4 rater groups. Raters were asked to estimate the age of each patient in the photographs presented and to rate the patient's attractiveness on a scale of 1 to 10. SETTING: Facial plastic surgery private practice in Toronto, Ontario, Canada. PARTICIPANTS: Patient inclusion criteria consisted of primary facial surgical procedures with a minimum 6-month follow-up period, use of standardized photographs, and no cosmetic procedures in the intervening period. Raters were chosen from the province of Ontario, randomly assigned to 1 of 4 rater groups, and blinded to the objectives of the study. MAIN OUTCOMES AND MEASURES: The mean "years saved" (true age minus guessed age) and change in attractiveness scores after facial aesthetic surgery. RESULTS: The mean overall years saved following aesthetic facial surgery was 3.1 years (range, -4.0 to 9.4 years). There was a small but insignificant increase in attractiveness scores in postprocedural photographs relative to preprocedural photographs (P > .54). CONCLUSIONS AND RELEVANCE: In this study, aesthetic facial surgery was effective in reducing the apparent age of patients but did not consistently improve their attractiveness. LEVEL OF EVIDENCE: 4.
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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 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