The Emerging Role of Advanced Nursing Practice in Acute Pain Management Throughout Canada
Bibliographic record
Abstract
The purpose of this study was to describe the role qualifications and responsibilities related to advanced nursing practice in acute pain management across Canada. The Canadian Nurses Association national framework on advanced nursing practice was used as a guide to identify role components for nurses within this specialty. A self-administered questionnaire of fixed choice and open-ended questions was mailed to nurses in acute pain management throughout Canada. Respondents identified their primary role responsibilities as clinical, educational, and administrative. Role challenges included lack of administrative/colleague support, complexity of pain problems, role definition, and acceptance. Key areas of positive outcomes involved the patient as well as interdisciplinary and nursing teams. Nurses described the ability to provide continuity of care, patient and staff education, and leadership in pain management as important and rewarding. The role of advanced nursing practice in acute pain management throughout Canada is evolving. The affect of this role promises to enhance the quality of pain management for healthcare professionals and their patients.
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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 | 0.002 | 0.001 |
| 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 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".