Resilience, Mindfulness and Self-Compassion: Tools for Nephrology Nurses
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
Nephrology nurses are not immune to the effects of a stressful work environment. As a result, their emotional and psychological health can be at risk. In addition, there has been unprecedented stress and uncertainty working as nephrology nurses during the pandemic. These stressors can have negative effects on nurses' health, resulting in burnout and/or compassion fatigue, which can lead to nurses leaving nephrology or the nursing profession. Mindfulness has been suggested as a strategy to mitigate work-related stressors and build a more resilient workforce. Our experience suggests that combining self-compassion practices with mindfulness is also effective. Mindfulness may be beneficial for nephrology nurses, but its use does not negate the need for organizations to address the structural system issues that also contribute to burnout.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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) | 0.001 | 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 it