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Record W3162525483 · doi:10.1177/08445621211016143

An Environmental Scan of Indigenous Cultural Safety in Canadian Baccalaureate Nursing and Midwifery Programs

2021· article· en· W3162525483 on OpenAlexaffvenueabout
Nicholas Metheny, Claire Dion Fletcher

Bibliographic record

VenueCanadian Journal of Nursing Research · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicCultural Competency in Health Care
Canadian institutionsToronto Metropolitan UniversityCongress of Aboriginal PeoplesSt. Michael's Hospital
Fundersnot available
KeywordsIndigenousCurriculumCourseworkCultural safetyAccreditationNursingCommitCertificationMedicineMedical educationObstetricsPedagogyPsychologyPolitical scienceComputer science

Abstract

fetched live from OpenAlex

BACKGROUND: The Truth and Reconciliation Commission (TRC) TRC has called to increase the number of Indigenous practitioners and include cultural competency education in their curricula. However, it remains unknown how nursing and midwifery programs are progressing towards these goals. PURPOSE: To examine the extent to which baccalaureate nursing and midwifery programs are creating culturally safe spaces for Indigenous students, responding to TRC-recommended curricular changes, and including Indigenous content. METHODS: A digital environmental scan of accredited baccalaureate nursing and midwifery programs in Canada was conducted. Analysis was conducted using descriptive statistics. RESULTS: Of the 107 programs, less than one-fifth (n = 19, 17.8%) met all three cultural safety criteria. More than half (n = 59, 55.1%) included culturally safe spaces for Indigenous students, 20 (18.7%) satisfied TRC call #24 to require Indigenous-relevant coursework, and one-third (n = 36, 33.6%) were seen as infusing their curricula with Indigenous-related content. CONCLUSIONS: This represents the first attempt to systematically catalog nursing and midwifery programs' response to the TRC Calls to Action. Most schools have not made substantial progress towards cultural safety. Nursing and midwifery programs should commit to expanding their cultural safety programming to incorporate multiple ways of knowing and being in their curricula.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.381
Threshold uncertainty score0.996

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.100
GPT teacher head0.436
Teacher spread0.336 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
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

Citations5
Published2021
Admission routes3
Has abstractyes

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