Nurses’ perceptions of and responses to morally distressing situations
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
Research on moral distress has paid limited attention to nurses' responses and actions. In a survey of nurses' perceptions of moral distress and ethical climate, 292 nurses answered three open-ended questions about situations that they considered morally distressing. Participants identified a range of situations as morally distressing, including witnessing unnecessary suffering, being forced to provide care that compromised values, and negative judgments about patients. They linked these situations to contextual constraints such as workload and described responses, including feeling incompetent and distancing themselves from patients. Participants described considerable effort to effect change, calling into question the utility of defining moral distress as an "inability to act due to institutional constraints" or a "failure to pursue a right course of action." Various understandings of moral distress operated, and action was integral to their responses. The findings suggest further conceptual work on moral distress and effort to support system-level change.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.007 | 0.044 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.005 |
| 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