Educational Needs of Psychiatric Nurses for Continuing Competency
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
BACKGROUND: Practice setting diversification has created an increased need for psychiatric nurses to assume more independent roles, while at the same time being able to demonstrate the corresponding degree of competency to practice. Psychiatric nurses were invited to share their perceptions concerning changes occurring in mental health care, proactive strategies for participating in these changes, and educational opportunities to ensure continuing competency to practice. METHOD: Focus groups were conducted with psychiatric nurses located in various Regional Health Authorities in southern and central regions of Manitoba, Canada. RESULTS: Research findings suggest that psychiatric nurses are primarily concerned with balancing the requirement to demonstrate continuing competence to practice with the challenges associated with the evolving mental healthcare system. CONCLUSION: If the requirement for continuing competence is to be reasonable and achievable, it will be essential that the program generate insight into the necessity for such a program to be implemented and acquire support among the registered psychiatric nurse membership.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| 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