MétaCan
Menu
Back to cohort
Record W6931873520 · doi:10.5683/sp3/qtar2z

Pharmacy Colonization Report

2025· dataset· en· W6931873520 on OpenAlexaff

Bibliographic record

VenueBorealis · 2025
Typedataset
Languageen
FieldPsychology
TopicCognitive Abilities and Testing
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsIndigenousPharmacyCommunity pharmacyPharmacy practiceContext (archaeology)Health professionalsHealth careCommunity practice

Abstract

fetched live from OpenAlex

This report was prepared to illustrate the historic and modern relationships between pharmacy as a discipline, settler colonialism, and Indigenous nations. As an early finding from our community engagement with partners, there was an ask from Elders, Knowledge Keepers and community members for our team to prepare a document that identified pharmacy’s contributions to colonization, both past and present. It is intended to serve as a primer, providing context for pharmacy students and professionals to better understand their discipline, its legacy, and its modern-day impacts on Indigenous people, families, and communities. Pharmacists have a responsibility not only to study medication therapy but also to study the history of healthcare and its impacts on Indigenous peoples in particular, who experience significant health disparities when compared to settler populations.1 This report is intended to serve as a starting point for pharmacy students and professionals to begin that understanding and was utilized by our team to ground us, prior to engaging in our project, “Uprooting Pharmacy: A Two-Eyed Seeing Path for Change.”

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)0.000
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Dataset · Consensus signal: Dataset
Teacher disagreement score0.116
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.043
GPT teacher head0.378
Teacher spread0.335 · 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
GenreDataset

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

Citations0
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueBorealisSame topicCognitive Abilities and TestingFrench-language works237,207