Developing Leadership in Nurse Managers: The British Columbia Nursing Leadership Institute
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 British Columbia Nursing Administrative Leadership Institute for First Line Nurse Leaders (BC NLI) is a collaborative partnership among British Columbia's Chief Nursing Officers, the Ministry of Health Nursing Directorate and the University of British Columbia School of Nursing. This initiative consists of a four-day residential program and a year-long leadership project between BC NLI participants and their organizational mentors. The evidence-based curriculum covers universal leadership and management concepts, but it also addresses leadership issues of relevance to nurse leaders in today's complex healthcare environments. The BC NLI is part of a provincial health human resources endeavour to ensure sufficient nursing leaders - for now and in the future. This paper will discuss the development, implementation and evaluation of the BC NLI. Unique aspects of the program, such as its online networking component, will be described, and its role in nursing leadership research will be briefly examined.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.007 | 0.003 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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