Staff Stress, Work Satisfaction, and Death Attitudes on an Oncology Palliative Care Unit, and on a Medical and Radiation Oncology Inpatient Unit
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
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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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 it