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Record W2029227013 · doi:10.1515/ijnes-2012-0043

Cultural Competence and Cultural Safety in Canadian Schools of Nursing: A Mixed Methods Study

2013· article· en· W2029227013 on OpenAlexaffabout
Margo Rowan, Ellen Rukholm, Lisa Bourque-Bearskin, Cynthia Baker, Evelyn Voyageur, Annie Robitaille

Bibliographic record

VenueInternational Journal of Nursing Education Scholarship · 2013
Typearticle
Languageen
FieldSocial Sciences
TopicCultural Competency in Health Care
Canadian institutionsRegistered Nurses' Association of OntarioNorth Island CollegeAdministrative Sciences Association of CanadaCollege & Association of Registered Nurses of AlbertaUniversity of AlbertaLaurentian UniversityCanadian Nurses Association
Fundersnot available
KeywordsCultural competenceNursingCompetence (human resources)Cultural diversityMedicineMedical educationPsychologySociologyPedagogySocial psychologyAnthropology

Abstract

fetched live from OpenAlex

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.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.019
metaresearch head score (Gemma)0.019
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.933
Threshold uncertainty score0.489

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0190.019
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0070.011
Science and technology studies0.0190.003
Scholarly communication0.0040.001
Open science0.0020.003
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0010.000

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.

Opus teacher head0.121
GPT teacher head0.525
Teacher spread0.404 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

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".

Quick stats

Citations100
Published2013
Admission routes2
Has abstractyes

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Same venueInternational Journal of Nursing Education ScholarshipSame topicCultural Competency in Health CareFrench-language works237,207