Bibliographic record
Abstract
BACKGROUND: Nurses in the Western world have given considerable attention to the concept of vulnerability in recent decades. However, nurses have tended to view vulnerability from an individualistic perspective, and have rarely taken into account structural or collective dimensions of the concept. As the need grows for health workers to engage in the global health agenda, nurses must broaden earlier works on vulnerability, noting that conventional conceptualizations and practical applications on the notion of vulnerability warrant extension to include more collective conceptualizations thereby making a more complete understanding of vulnerability in nursing discourse. DISCUSSION: The purpose of this paper is to examine nursing contributions to the concept of vulnerability and consider how a broader perspective that includes socio-political dimensions may assist nurses to reach beyond the immediate milieu of the patient into the dominant social, political, and economic structures that produce and sustain vulnerability. SUMMARY: By broadening nurse's conceptualization of vulnerability, nurses can obtain the consciousness needed to move beyond a peripheral role of nursing that has been dominantly situated within institutional settings to contribute in the larger arena of social, economic, political and global affairs.
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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 | 0.003 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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".