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Record W4415053592 · doi:10.1016/j.cptl.2025.102502

Designing a mandatory course on indigenous health in a Canadian pharmacy program

2025· article· en· W4415053592 on OpenAlexafffundabout
Madison Runa, J Li, Brandon Whitmore, Patricia Bobb, Larry Leung, Jason Min

Bibliographic record

VenueCurrents in Pharmacy Teaching and Learning · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicIndigenous Health, Education, and Rights
Canadian institutionsUniversity of British ColumbiaUniversity of British Columbia Hospital
FundersUniversity of British Columbia
KeywordsPharmacyIndigenousCultural safetyPharmacy practiceCourse (navigation)Pharmacy education

Abstract

fetched live from OpenAlex

BACKGROUND: In response to the Truth and Reconciliation Commission, healthcare programs have built curricula to train healthcare providers in delivering culturally safe care. There is a scarcity of literature on how to respectfully deliver this content, especially within the context of pharmacy education. To address this gap, this paper details the development and evaluation of a mandatory course on Indigenous cultural safety for pharmacy students. EDUCATION ACTIVITY: PHRM 261: Indigenous Health and Cultural Safety is a 1-credit course in the Entry-to-Practice PharmD program at the University of British Columbia, grounded by 5 curricular pillars: (1) colonialism, (2) power and privilege, (3) cultural safety and humility, (4) health and healing, and (5) ethical engagement. Assessments include an Indigenous book club, visual arts reflection, and weekly class activities. Student perceptions of the course were evaluated using a post-course survey over two class cohorts (total 419 students). EVALUATION FINDINGS: A total of 204 survey responses and 228 university-mandated course evaluations were collected. Qualitative thematic analysis identified that students: 1) responded enthusiastically to Indigenous voices, 2) engaged in self-directed reflection about their learning, 3) reported increased knowledge and desire to apply culturally safe care, 4) wanted to dive deeper into the course, and 5) appreciated and acknowledged the safe(r)/brave spaces in the classroom. ANALYSIS OF EDUCATION ACTIVITY: The mandatory course on Indigenous health and cultural safety found that students responded positively and desired further learning on this topic. However, to see continued benefit there must be concurrent university and pharmacy practice reform to create opportunities that can encourage students to apply this learning.

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)0.006
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.983
Threshold uncertainty score0.993

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0060.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0080.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.002
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 head0.031
GPT teacher head0.431
Teacher spread0.400 · 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.

Study designNot applicable
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

Citations2
Published2025
Admission routes3
Has abstractyes

Explore more

Same venueCurrents in Pharmacy Teaching and LearningSame topicIndigenous Health, Education, and RightsFrench-language works237,207