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Record W4413258556 · doi:10.1186/s12909-025-07736-0

A qualitative study of challenges and facilitators to implementing an Indigenous-led cultural safety education program within a large urban emergency department in Vancouver, Canada

2025· article· en· W4413258556 on OpenAlexafffundabout
Andreas Pilarinos, Jessica Key, Lori Quinn, Brittany Bingham

Bibliographic record

VenueBMC Medical Education · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicIndigenous Health, Education, and Rights
Canadian institutionsUniversity of British ColumbiaVancouver General HospitalProvidence Health CareSquamish NationVancouver Coastal Health Research InstituteVancouver Coastal Health
FundersVancouver Foundation
KeywordsIndigenousMedical educationQualitative researchMedicineEmergency departmentProgram evaluationNursingPolitical scienceSociology

Abstract

fetched live from OpenAlex

BACKGROUND: There is growing recognition of the extent and harm of anti-Indigenous racism within public institutions, including healthcare settings. Despite efforts to expand access to Indigenous Cultural Safety (ICS) education programs for healthcare providers, there is limited research examining challenges and facilitators to the implementation of Indigenous-led and -delivered ICS education programs. This study sought to explore the barriers and facilitators to implementing an ICS education program within Western Canada's largest Emergency Departments. METHODS: This qualitative process evaluation was guided by a Two-Eyed Seeing approach, and the research team included both Indigenous and non-Indigenous researchers committed to conducting culturally safe research. An implementation team consisting of Indigenous and non-Indigenous administrators participated in an Elder-led sharing circle at the mid-point of the targeted delivery of an ICS education pilot program for nurses and allied health professionals in an urban Emergency Department in Vancouver, Canada. The sharing circle was audio recorded and transcribed, and general interpretivist study design and inductive thematic analysis approach were used. RESULTS: A total of 10 implementation team members, two from the Emergency Department and eight from Indigenous Health Department, participated in a 2-hour sharing circle hosted in May 2022. Several common challenges were identified, including external events and time constraints; program readiness and staff recruitment; and difficulty securing facilitators. Several facilitators to program implementation were also identified, including leader buy-in and cross-departmental communication; on-the-ground project management and coordination; flexible scheduling and accommodations; and facilitator and implementation team support. CONCLUSIONS: These results reinforce the importance of centering Indigenous leadership in the design, implementation, and the evaluation of ICS education programs, while also highlighting the importance of allies in delivering curricula and that facilitators are supported. Efforts are also needed to ensure that programs are flexible and accommodating to address potential recruitment and attendance challenges, including through alternative educational modalities. Lastly, mandating attendance is one approach to addressing recruitment challenges, though compulsory approaches may discourage meaningful engagement. CLINICAL TRIAL REGISTRATION: Not applicable.

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)0.010
metaresearch head score (Gemma)0.014
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: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.262
Threshold uncertainty score0.527

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0100.014
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
Science and technology studies0.0260.012
Scholarly communication0.0040.001
Open science0.0030.004
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0030.000

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 head0.022
GPT teacher head0.427
Teacher spread0.406 · 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

Citations1
Published2025
Admission routes3
Has abstractyes

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