A longitudinal study of home care clients and their informal carers
Bibliographic record
Abstract
The objective of the longitudinal study was to monitor physical and cognitive changes in a population of 330 older people being supported at home by health services. The participants were 75 years and older and classified as having moderate-to-high needs. A total of 210 primary informal carers were recruited to determine their specific needs and how they coped as dependency levels of their care-recipients changed. Data were collected using six different tools. Two questionnaires were mailed out to participating carers. Assessments of care recipients were carried out at three sampling points over the study period. The clients showed a significant increase in physical dependency and an overall increase in cognitive impairment over time. Only 32% of carers lived with care recipients, and changes in dependency, cognitive changes, lack of respite and performing activities of daily living were all major stressors for informal carers. The needs of informal carers are reported and discussed in the context of recommendations of the Commission on the Future of Health Care in Canada.
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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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| 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".