A Comparison of Support Needs Between Rural and Urban Family Caregivers Providing Palliative Care
Bibliographic record
Abstract
The present study examined the support needs for urban and rural family caregivers of a palliative family member using a cross-sectional telephone survey in northeastern Ontario, Canada (n = 140; 70 urban, 70 rural). Support needs identified as most important by both the groups were informational. Rural caregivers reported greater unmet needs in tangible support (P = .01). No differences were observed between the groups for emotional or informational support needs (P = .25 and P = .35, respectively). Rural and urban caregivers perceived care for care recipients as accessible (mean accessibility score 1.9, standard deviation [SD] = 0.09 and 1.7, SD = 0.7, respectively, P = .20); the majority indicated that when needed, services were easily and quickly obtained. Although there are similarities in the formal care experiences, rural caregivers experience greater unmet needs in receiving support for instrumental activities.
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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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| 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".