Visual impairment and the use of formal and informal home care in Canada: the Canadian Longitudinal Study on Aging
Bibliographic record
Abstract
OBJECTIVE: To determine the use of home care services in those with and without visual impairment in Canada. DESIGN: Population-based cross-sectional study. PARTICIPANTS: Participants came from the baseline examination of the Canadian Longitudinal Study on Aging Comprehensive Cohort. Inclusion criteria included age between 45 and 85 years, community dwelling, and living near one of the 11 data collection sites across 7 Canadian provinces. People were excluded if they were in an institution, were living on a First Nations reserve, were full-time members of the Canadian Armed Forces, did not speak French or English, or had cognitive impairment. METHODS: Presenting visual acuity was measured using the Early Treatment of Diabetic Retinopathy Study chart at 2 meters. Visual impairment was defined as binocular acuity worse than 20/60. The use of formal, informal, and both types of home care was determined by questionnaire. RESULTS: For 29 666 participants, the use of any home care was greater in those with visual impairment than in those without (28% vs 12%, respectively, p < 0.01). After adjusting for demographics and health, people with visual impairment were more likely to use informal home care (odds ratio [OR] = 1.89, 95% CI 1.35-2.63) and formal home care/both types of home care (OR = 2.70, 95% CI 1.79-4.07) than those without visual impairment. Marital status was a modifier. CONCLUSION: Visual impairment is associated with use of home care services. These findings warrant further exploration and, if confirmed, have major health service implications, given the rising prevalence of visual impairment due to age-related eye diseases.
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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 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.007 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.002 | 0.003 |
| 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".