Nursing Home Staff Members’ Experiences With and Beliefs About Unusual End-of-Life Phenomena
Bibliographic record
Abstract
Twenty-two members of a nursing home took part in a study examining their experiences with and beliefs about unusual end-of-life phenomena (EOLP). Nearly all the staff members had witnessed and/or been told about residents holding on for someone to arrive or for a specific event to occur before dying (95% and 91%, respectively). Other commonly witnessed/reported EOLP included residents having sudden, unexpected moments of lucidity, sensing or feeling the presence of deceased residents, residents' dreaming about deceased relatives, friends or pets, and deathbed visions. More than three-quarters of the staff members regarded EOLP as transpersonal experiences, as comforting to dying residents and their family members, and as part of the dying process. Fourteen staff members described experiences they had had with EOLP in the nursing home. The most frequently described experiences involved the appearance of apparitions. Seventy-seven percent of the staff members expressed an interest in learning more about EOLP.
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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 | 0.003 | 0.008 |
| 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 | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| 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".