Hospice Palliative Care Volunteers’ Experiences With Unusual End-of-Life Phenomena
Bibliographic record
Abstract
Forty-five Canadian hospice palliative care volunteers responded to a survey examining whether they had witnessed or been told about any unusual end-of-life phenomena (EOLP) in their work with dying patients and their families in the past year. The most commonly witnessed EOLP were patients talking to or reaching out their hands toward deceased relatives or friends (34%), occurrences of terminal lucidity (33%), and patients seemingly getting ready for a trip or journey (28%). At least a third of the volunteers indicated that a patient or a patient’s family member had told them about visions or dreams of deceased relatives or friends (47% and 44%, respectively), seeing beautiful places or colors or hearing wonderful music (38%), terminal lucidity (38%), and deathbed coincidences (33%). The majority of volunteers were accepting of spiritual explanations for EOLP and rejecting of scientific or medical ones. Ninety-six percent of the volunteers felt that information about EOLP should be included as part of their volunteer training.
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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 | 0.002 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".