Perceptions of Wearable Hip Protectors among Canadian Community-Dwelling Old Adults
Bibliographic record
Abstract
Falls account for 95 percent of hip fractures in older adults. Wearable hip protectors reduce hip fracture risk in long-term care settings, but their use is low among community-dwelling older adults. We conducted interviews to explore how hip protectors are perceived by 27 community-dwelling older adults who visited the Fraser Health Fall Prevention Mobile Clinic in British Columbia. Directed content analysis focused on perceived benefits, design preferences, and cost as a barrier to use of hip protectors. Most participants acknowledged the benefits of hip protectors in reducing the risk of hip fracture, enhancing physical activity, and reducing the fear of falling. However, most participants did not perceive they were at high enough risk to warrant the use of hip protectors. Participants also discussed how willingness to wear depended on design features, including style, pad thickness, appearance, ease of use, fit, comfort, and laundering. Participants also noted the cost, ranging from $60 to $120, as a barrier.
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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 | 0.001 | 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 | 0.004 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".