Beauty in Later Life: Older Women's Perceptions of Physical Attractiveness
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
ABSTRACT Using data from 96 hours of semi-structured interviews with women aged 61 to 92, this paper explores the meanings that older women attribute to beauty and aging. The women in my study tend to equate physical attractiveness with youthfulness and slimness. However, they reject the extremes of thinness embodied in today's fashion models and actresses. Even as they disparage obese individuals, the women argue that thin older women appear scrawny. The women express a preference for more rounded female bodies than current beauty standards allow and emphasize the importance of inner beauty. While some women view their wrinkles negatively, others suggest that their facial creases are badges of honour. I argue that older women do not simply internalize beauty ideals to the detriment of their sense of self. Rather, older women resist and challenge current ideals of feminine attractiveness and suggest alternative beauty ideals and definitions of personal desirability.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 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) | 0.011 | 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