Seeking Connectivity in Nurses' Work Environments: Advancing Nurse Empowerment Theory
Bibliographic record
Abstract
The purpose of this study was to investigate how staff nurses and their managers exercise power in a hospital setting in order to better understand what fosters or constrains staff nurses' empowerment and to extend nurse empowerment theory. Power is integral to empowerment, and attention to the challenges in nurses' work environment and nurse outcomes by administrators, researchers, and policy-makers has created an imperative to advance a theoretical understanding of power in the nurse-manager relationship. A sample of 26 staff nurses on 3 units of a tertiary hospital in western Canada were observed and interviewed about how the manager affected their ability to do their work. Grounded theory methodology was used. The process of seeking connectivity was the basic social process, indicating that the manager plays a critical role in the work environment and nurses need the manager to share power with them in the provision of safe, quality patient care.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.006 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.004 | 0.020 |
| Scholarly communication | 0.005 | 0.008 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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 source (direct Gemma or distilled Codex), 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".