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Record W4406740174 · doi:10.1016/j.cptl.2024.102276

Our learning journey: Creating continuing education courses for pharmacy team members on First Nations cultural safety and humility in British Columbia, Canada

2025· article· en· W4406740174 on OpenAlexafffundabout
Marı́a J. Rivero, Turner Berreth, Timothy Lim, Allison Nourse, Robbie Knott, Candy-Lea Chickite, Cindy Preston, Tiana Tilli

Bibliographic record

VenueCurrents in Pharmacy Teaching and Learning · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicIndigenous Health, Education, and Rights
Canadian institutionsUniversity of British Columbia HospitalProvincial Health Services AuthorityKelowna General HospitalUniversity of British Columbia
FundersFirst Nations Health Authority
KeywordsCultural humilityPharmacyHumilityContinuing educationMedical educationPharmacy educationCultural competenceMedicinePolitical sciencePedagogyPharmacy practicePsychologyNursing

Abstract

fetched live from OpenAlex

PURPOSE: Systemic racism across healthcare systems perpetuates health disparities. While pharmacy curricula are changing, most pharmacy team members in Canada have received minimal to no training in First Nations cultural safety and humility. At the time this work was undertaken, no pharmacy-specific First Nations cultural safety and humility courses existed for practicing pharmacy team members. DESCRIPTION: Two online interactive modules were developed for pharmacy team members in British Columbia, Canada. The first focuses on anti-racism and forming relationships built on trust with First Nations clients. The second focuses on how to approach pharmacy-specific interactions with First Nations clients. Both modules leverage the CARE framework (being Considerate, Aware, Respectful, Empowering). Content was guided by a First Nations advisory group. A pharmacy advisory group helped ensure teachings could be actioned by pharmacy team members. ANALYSIS: Many lessons were learned throughout this journey. These included the importance of relationships coming first and recognizing First Nations individuals for sharing their experiences. In relation to module content, lessons centered on determining and communicating project scope, having respect for information that is not ours to share and how much language matters. Lessons in the development process included how doing things in a good way takes time and the need to look beyond module content. CONCLUSIONS: These pharmacy-specific First Nations cultural safety and humility modules serve as a good step in affecting change within the profession. IMPLICATIONS: Having an awareness of the learning and unlearning that took place during our work may help other educators as they develop local culturally responsive projects.

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)0.004
metaresearch head score (Gemma)0.006
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 score0.106
Threshold uncertainty score0.398

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.006
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0190.003
Scholarly communication0.0060.002
Open science0.0030.006
Research integrity0.0020.004
Insufficient payload (model declined to judge)0.0170.002

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 head0.021
GPT teacher head0.383
Teacher spread0.362 · 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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