Utilization of Formal and Informal Home Care: How Do Older Canadians’ Experiences Vary by Care Arrangements?
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
This study investigates how the receipt of formal, informal, and/or a combination of both types of care at home relates to older adults’ perceived loneliness, life satisfaction, and day-to-day lives. Quantitative analyses using the Canadian Community Health Survey ( n = 3,928) reveal that older adults who only received formal care reported lower levels of loneliness and higher levels of life satisfaction when compared with respondents who received informal or a blend of home care. Qualitative analyses of persons aged 65+ years receiving formal and informal home care in Ontario ( n = 34) suggest that formal care bolstered care recipients’ autonomy and reduced their sense of being a burden on family. In turn, receiving formal care served to improve these older adults’ social connectedness and well-being. Findings underscore older adults’ symbolic, functional, and emotional attachment to formal care services, as well as the limitations of a reliance on informal support.
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) | 0.000 | 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 | 0.000 |
| 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