When Self-Presentation Trumps Access: Why Older Adults With Low Vision Go Without Low-Vision Services
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
Reasons were sought for low-vision service nonuse in a group of Canadian seniors with self-reported low vision. Audio-recorded semistructured interviews were completed with 34 seniors with low vision: age range (70 to 94 years; mean: 82 years); 16 urban dwellers (12 women); 18 rural dwellers (14 women). Qualitative content analysis and template analytic techniques were applied to transcriptions. Informant nonuse of low-vision services involved: insufficient knowledge, managing for now, and practitioner behavior (inadequate rehabilitation education and management). Underlying seniors’ attitudes that shaped their self-presentation and service nonuse included a strong need for independence, a contextualization of vision loss relative to other losses, and an acceptance of vision loss in life. Service delivery strategies should consider not only knowledge access and healthcare practitioner behavior but also senior self-presentation strategies (e.g., viewing aids as counterproductive to independence). Subtle rural-urban attitudinal differences may further delay access for rural seniors; further research is advised.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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) | 0.000 | 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