Distribution and sharing of Palliative Care Costs in Rural areas of Canada
Bibliographic record
Abstract
Few data are available on the costs occurring during the palliative phase of care and on the sharing of these costs in rural areas. This study aimed to evaluate the costs related to all resources used by rural palliative care patients and to examine how these costs were shared between the public healthcare system (PHCS), patients' families, and not-for-profit organizations (NFPOs). A prospective longitudinal study was undertaken of 82 palliative care patients and their main informal caregivers in rural areas of four Canadian provinces. Telephone interviews were completed at two-week intervals. The mean total cost per patient for a six-month participation in a palliative care program was CA$31,678 +/- 1,160. A large part of this cost was attributable to inpatient hospital stays and was assumed by the PHCS. The patient's family contributed less than a quarter of the mean total cost per patient, and this was mainly attributable to caregiving time.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 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".