Caregiver Satisfaction With Support Services
Bibliographic record
Abstract
OBJECTIVES: This article examines factors influencing satisfaction with support services of caregivers of frail older adults and determines what types of support services are associated with greater satisfaction, controlling for frail individual and caregiver characteristics. METHODS: The study includes 291 frail older adults-caregiver dyads from Montreal in which caregivers receive support services. The Client Satisfaction Questionnaire-8 is used to measure caregiver satisfaction with these services. RESULTS: Caregivers receiving information, advice, or emotional support, and those caring for seniors receiving integrated care are more likely to be highly satisfied. Other factors increasing satisfaction are fewer number of health problems of frail individuals, caregiver being the spouse of the frail person, as well as greater caregiver perceived health, autonomy in instrumental activities of daily living, and available social support. DISCUSSION: The results support the importance of integrated care for frail seniors and informational services for their caregivers.
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How this classification was reachedexpand
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 | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".