The Influence of Service Factors on Spousal Caregivers' Perceptions of Community Services
Why this work is in the frame
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Bibliographic record
Abstract
The literature clearly denotes that spouses differ from other family members in their reactions to caregiving, their patterns of service use and their assessment of specific services. Yet, despite their prevalence as caregivers, little is known about their unique perceptions of community services and the factors that impact their experiences with the service system. The purpose of this study was to explore the relative influence of (a) spouses' personal factors (e.g., gender, family support) and (b) service factors (e.g., one-on-one professional support), on spousal caregivers' perceptions of community services. The study employed a survey design with a sample of 73 spousal caregivers caring for their partners with dementia at home. This study found that spousal caregivers have more negative perceptions of the service system when their in-home workers are not informed about their spouses' likes, dislikes and routines. This service factor was the most significant predictor of caregivers' service perceptions. The study further found that most spousal caregivers receive fewer than five consultations from a non-medical professional over a one year period. While spouses longed for more professional support, this service factor was not uniquely associated with service related stress. The policy and practice implications of these findings are discussed.
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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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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