I DO LIKE THE WAY I LOOK: OLDER MEN’S PERCEPTIONS AND EXPERIENCES OF AGING AND BODY IMAGE
Bibliographic record
Abstract
This paper examines the body images of older Canadian men, focusing on their perceptions of and feelings about their changing, aging bodies. We draw upon data from in-depth interviews with 22 community-dwelling men, aged 65 to 89, who were diverse with respect to marital status, level of education, employment history, and household income. Our thematic analysis revealed three key ways that the men perceived and assessed their bodies. First, our participants were either pleased with their overall appearances or unconcerned about how their looks had altered over time. Second, the men emphasized the importance of bodily function over aesthetics as they highlighted their functional qualities (e.g. strength, independence, etc.) and physical activities (e.g. leisure pursuits). Finally, the men articulated concerns about future losses to their health and how such changes might undermine their independence. We consider our findings in relation to the socio-cultural theorizing about gender, health, and body image.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.005 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".