Research Priorities Associated with Family Caregivers in Palliative Care: International Perspectives
Bibliographic record
Abstract
BACKGROUND AND PURPOSE: Reviews of the literature have consistently highlighted significant gaps with regard to research associated with family caregivers within the context of palliative care. We sought to determine a priority driven research agenda for this field of inquiry. METHODS: A Web-based survey was sent to 80 people who had previously expressed interest in, or were members of The International Palliative Care Family Carer Research Collaboration (http://centreforpallcare.org/index.php/research/ipcfcrc/). RESULTS: Fifty-five participants completed the survey (response rate, 70%) from 12 countries. Priority research areas included: intervention development and testing; underresearched caregiver groups; access to services; unmet needs; bereavement; experience and implications of the caregiver role; and development of assessment tools. Qualitative responses complemented these data and also acknowledged the importance of collaboration and development of a critical mass of researchers focusing in this area in order to progress knowledge. CONCLUSIONS: These results reinforce the findings of systematic reviews that have demonstrated a need for the evolution of intervention development focused on improving family caregiver support. However, there are other key areas that also warrant comprehensive attention, including marginalized family caregivers and strategies to assist health professionals to identify family caregivers who have significant psychosocial issues.
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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 | 0.002 | 0.011 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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".