A Profile of the Structure and Impact of Nursing Management in Canadian Hospitals
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
The purpose of this study was to describe the profile of nursing leadership structures in Canada and to assess relationships among structures, processes and outcomes pertaining to nurse leaders' work. Data were collected from nurse leaders in 28 academic health centres and 38 community hospitals in 10 Canadian provinces (n = 1,164). The results of this study revealed that the current contingent of nursing leaders in Canada see themselves as an empowered and influential group within their organizations. Despite very large spans of control, nurse leaders at all levels were positive about their work life and confident in their ability to provide effective leadership on nursing affairs within their organizations. Structural and process factors significantly affected nurse manager outcomes at all levels. Senior nurse leaders' work-life factors had a significant effect on middle and first-line managers' perceptions of patient care quality in the organization. Nurse leaders averaged 49 years of age highlighting the need for succession planning.
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 | 0.000 | 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 | 0.000 | 0.000 |
| 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 it