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Record W4409247533 · doi:10.1016/j.ajpe.2025.101403

Canadian Pharmacy Educators’ Perspectives on Sustainable Health Care Topics in Pharmacy Curriculum

2025· article· en· W4409247533 on OpenAlexaffabout
Karen Dahri, Tawan Anthony Pookpun, Robert Pammett

Bibliographic record

VenueAmerican Journal of Pharmaceutical Education · 2025
Typearticle
Languageen
FieldEnvironmental Science
TopicClimate Change and Health Impacts
Canadian institutionsUniversity of Northern British ColumbiaUniversity of British ColumbiaUniversity of British Columbia HospitalVancouver General Hospital
Fundersnot available
KeywordsPharmacyCurriculumMedical educationHealth carePharmacy practiceMedicinePsychologyPedagogyNursingPolitical science

Abstract

fetched live from OpenAlex

OBJECTIVES: Climate change is a global phenomenon to which the health care sector contributes significantly. Pharmaceuticals contribute to greenhouse gas emissions through all stages of their lifecycle. Pharmacists are well situated to support sustainable practices in health care; however, it is unclear to what extent current pharmacy students receive education on this topic within their programs. The objective of this study was to gain insight into the extent to which topics related to sustainability and the environmental impact of medications are currently being included in Canadian undergraduate pharmacy education programs. The perspectives and attitudes of pharmacy educators toward including such topics were also explored. METHODS: The study surveyed pharmacy educators across Canada. Questions were categorized into current teaching practices related to the topic; motivators, barriers, enablers, and attitudes toward the topic area; and baseline demographics. RESULTS: A total of 37 responses were received with representation from all but one of the pharmacy schools in Canada. Overall, 32% of respondents currently include environmental sustainability-related material in their teaching with the most common delivery format being lecture-based. Respondents were overall supportive of the inclusion of such material but expressed concern over where to include such content within the current curriculum and indicated a lack of expertise and faculty support to create the content. CONCLUSION: Currently, the inclusion of content related to pharmaceuticals and the environment is not widespread in Canadian undergraduate pharmacy education, but educators are supportive of the future inclusion of this material. Barriers identified need to be addressed to support this curricular transformation.

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)0.005
metaresearch head score (Gemma)0.010
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 score0.953
Threshold uncertainty score0.338

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.010
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0160.003
Scholarly communication0.0050.001
Open science0.0010.004
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0050.000

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 head0.024
GPT teacher head0.428
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

Citations2
Published2025
Admission routes2
Has abstractyes

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