Mobility restriction and comorbidity in vision-impaired individuals living in the community
Bibliographic record
Abstract
A review of data presented in a national study of perceptions and experiences of mobility with an age-stratified sample of 564 Irish adults with vision impairment found that mobility was a significant issue. Comorbidity is a factor with 97 (29.5%) of the under-65 age group and 135 (59%) of the older age group reporting additional health challenges. Adapting to vision loss and ageing has psychological, functional, social and health implications and help-seeking is a complex process. This may explain the limited use of mobility aids and guide dogs in the total sample (5%), with a notable absence of use in the older age group. A broad view of the Person-Environment-Occupation Model was proposed for primary and community care services, in collaboration with specialist vision impairment agencies to enhance mobility, maintain functional capacity, influence positive and healthy adaptation to vision impairment, social inclusion and quality of life in a population expected to increase by more than 170% over the next 25 years.
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".