Is it a Macho Thing? Older Adults’ Perceptions of Gender Differences inFall Prevention Class Participation
Bibliographic record
Abstract
Perceptions that women are in greater need of fall prevention might impact their participation in programs. This study aimed to understand gender differences in motivating factors and experiences in a fall prevention program. Thirty-four adults (18 men and 16 women) aged 60 years or older participated in focus groups after 12 weeks of fall prevention exercises and education. Six main themes emerged. It might be a macho thing represented an overarching theme of why men might not participate in fall prevention as readily as women. Personal experience as a motivator, Get my balance back, and Challenges/Successes were common themes for men and women. Both genders realized the benefits of the program; however, men emphasized the importance of personal outcomes ( Being part of something bigger), whereas women highlighted group outcomes ( Socialization). These findings can guide the future messaging and marketing of fall prevention programs for older adults.
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How this classification was reachedexpand
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 | 0.000 |
| 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 | 0.001 |
| 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 teacher head, 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".