Cultural Competence and Cultural Safety in Canadian Schools of Nursing: A Mixed Methods Study
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
Cultural competence and cultural safety are essential knowledge in contemporary nursing care. Using a three-phase, mixed methods sequential triangulation design, this study examines the extent to which Anglophone Schools of Nursing in Canada have integrated cultural competence and/or cultural safety into the undergraduate nursing curricula. Factors that influence successful integration are identified through the lens of Donabedian's structure, process, and outcome model. Results suggest that several facilitating factors are present, such as leadership, partnerships and linkages, and educational supports for students. Of particular concern is the lack of policies to recruit and retain Aboriginal faculty, financial resources, and outcome evaluation indicators. A conceptual model of integration is offered to explain how Schools of Nursing function to support the implementation of these concepts into their curriculum. This study provides theoretical and practical implications for initiation and improvement of cultural competence and/or cultural safety integration strategies in Schools of Nursing.
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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 | 0.002 | 0.003 |
| 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 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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