Developing Rural Communities’ Capacity for Palliative Care: A Conceptual Model
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
The population in Canada and other developing countries is aging, increasing the need for palliative care services. In rural communities, care of dying people is normally provided by health care professionals as part of a generalist practice, not by palliative care specialists. Despite a lack of specialists and resources, some rural communities have developed local palliative care programs. The goal of this research was to conceptualize rural communities' process of developing palliative care programs using a theoretical perspective of community capacity development. Data were from nine focus groups of interdisciplinary rural health care providers who provided palliative care in seven provinces/territories of Canada. The outcome is a theoretical model that conceptualizes the process of developing palliative care programs in four sequential phases: antecedent community conditions, a catalyst, creating the team, and growing the program. The activities of each phase are outlined. This research offers practical and theoretical knowledge to guide practitioners and planners seeking to develop palliative care programs in other rural communities.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| 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 | 0.001 |
| 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