Hospice Palliative Care Volunteers as Program and Patient/Family Advocates
Bibliographic record
Abstract
The objectives of this study were to examine (1) the extent to which hospice palliative care volunteers are involved in program and patient/family advocacy, (2) volunteers' willingness to engage in program and patient/family advocacy, and (3) volunteers' perceived needs for training on how to be an effective advocate. Thirty-four hospice palliative care volunteers responded to the survey developed for this study. The majority of the volunteers surveyed consider themselves advocates for their programs and many of those, who have not already done so, would be willing to promote their program (eg, give a community presentation, talk to local media) if asked. Half of the volunteers were aware of unmet needs of the patients/families they supported, and just over one-third wanted to advocate on behalf of their patients/families but did not know what to do or where to go. Recommendations for volunteer training are made.
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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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.002 |
| 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".