Caring in the wake of the rising tide: Moral distress in residential nursing care of people living with dementia
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
Objective Moral distress is increasingly being recognized as a concern for health care professionals. The purpose of this study was to explore the nature and prevalence of moral distress among nursing staff who care for people living with dementia. Methods This study was focused on nursing staff caring for people with dementia in long-term care and assisted living sites. The Moral Distress in Dementia Care Survey instrument was distributed to 23 sites and nursing staff rated the frequency and severity of situations that were identified as potentially causing moral distress. Results Moral distress is prevalent in the nursing staff who provide dementia care. Nursing staff reported experiencing moral distress at least daily or weekly. Both frequency and severity of moral distress increased with proximity to (amount of time spent at) the bedside. Moral distress had negative psychological and physiological effects on nursing staff, and affected intention to quit.
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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 | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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