Nurses Practice Beyond Simple Advocacy to Engage in Relational Narratives: Expanding Opportunities for Persons to Influence the Public Space
Bibliographic record
Abstract
In practicing existential and human advocacy, or engaging in a relational narrative, nurses may assist persons who experience health inequalities to clarify their values, and, in becoming more fully their authentic selves, community members who ordinarily feel powerless in the public space may act with confidence in influencing the distribution of health-care resources. In this paper, the writers describe research characterizing nurses' advocacy practices and review the concepts of respect and self-interpretation as a foundation for arguing that nurses who engage in relational narratives with the persons they serve may encourage continuing acts of self-understanding. Investigators indicated that nurses characterized their practices as a therapeutic endeavor, and that their practices were grounded in respect. Practicing nurses may need self-awareness to habitually convey respect for human dignity, in addition, nurse educators ought to attend to the professional development of student nurses, providing opportunities for the formation of character traits or qualities.
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How this classification was reachedexpand
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 | 0.004 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.004 | 0.000 |
| Scholarly communication | 0.001 | 0.003 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".