Perceived training needs of nurses working with mentally ill patients
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
Introductio n: In Malaysia, nurses form a significant part of the clinical mental health team, but the current level of training in mental health results in suboptimal nursing care delivery. METHODS: For this study 220 registered nurses and medical assistants working with the mentally ill completed a structured questionnaire. The purpose of this study was to explore perceived competence in mental healthcare and the training needs of nurses working with mentally ill patients in inpatient mental healthcare facilities. RESULTS: The skills perceived as important for practicing in mental health varied among the nurse participants. Post basic training in mental health was significantly related to perceived competence in patient mental state assessment (p=0.036), risk assessment for suicide (p=0.024), violence (p=0.044) and self-harm (p=0.013). CONCLUSION: There is little emphasis on psychosocial skills in current post basic mental health training in Malaysia.
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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 | 0.000 | 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) | 0.001 | 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