Staff Stress, Work Satisfaction, and Death Attitudes on an Oncology Palliative Care Unit, and on a Medical and Radiation Oncology Inpatient Unit
Bibliographic record
Abstract
Professional caregivers for cancer patients are at high risk for work-related stress, but it is not clear how this relates to exposure to death and dying, and to professional satisfaction. This study compares work-related stress and staff satisfaction on an academic acute palliative care unit (PCU) with that on a medical and radiation oncology inpatient unit (OIU) at the same cancer centre. PCU staff tended to report less work stress-particularly related to terminal care-than those on the OIU, and higher work satisfaction and team support. PCU staff were more likely to perceive their work experience as having "positively altered their attitude to death" (p = 0.007). These results show that a supportive team environment can exist on an academic PCU and suggest that support currently offered to PCU staff in terms of caring for terminally ill patients should also be extended to those working in general oncology settings.
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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 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".