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Record W4415671515 · doi:10.1177/08445621251367812

Integrating Diverse Ways of Knowing and Challenging Epistemic Injustice: An Example of Emancipatory Curricula in Canadian Nursing Education

2025· article· en· W4415671515 on OpenAlexaffvenueabout
Ashley H. McKeown, Britney Glasgow-Osment, Heather Campbell, Shokoufeh Modanloo

Bibliographic record

VenueCanadian Journal of Nursing Research · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicIndigenous Health, Education, and Rights
Canadian institutionsWestern University
Fundersnot available
KeywordsTransformative learningCurriculumIndigenousDecolonizationNurse educationProcess (computing)Curriculum frameworkTraditional knowledge

Abstract

fetched live from OpenAlex

Purpose Colonial frameworks remain embedded within nursing education, mandating a critical and ethical response to the Truth and Reconciliation Commission's Calls to Action to integrate diverse knowledge systems into curricula and pedagogical practices. This paper aims to provide settler educators with a structured framework to decolonize educational practices and fostering culturally safe and reciprocal learning environments. Methods This framework integrates decolonial approaches from scholars and collectives, adapting them to local Indigenous contexts and institutional initiatives. The framework's five-phase process — (1) Grounding, (2) Interrogation, (3) New Learning, (4) Commitment, and (5) Rebuilding— was used to guide the critical examination and transformation of curriculum and pedagogy. Major Findings: Called to deepen their colonial consciousness, the authors engaged in learning and unlearning through intentional relationships with local Indigenous communities, being gifted knowledges from Elders and Indigenous scholars. The authors critically reflected on how nursing is taught and evaluated, focusing thier transformative change on their Health in a Global Context and Enacting Social Justice nursing courses. This process revealed the epistemic injustice and pervasive white-centring embedded in course design, assessments, and pedagogical approaches. Engaging in the decolonizing framework led to course redesign that prioritizes diverse ways of knowing in content, assessment, and pedagogy. Conclusion This study highlights how engaging in a minor reform, can become a catalyst for broader decolonization efforts, but true transformation requires sustained commitment, critical self-reflection, and institutional accountability. Decolonizing nursing education is a collective responsibility, that involves dismantling colonial frameworks and actively prioritizing Indigenous knowledges within nursing pedagogy and practice.

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)0.009
metaresearch head score (Gemma)0.012
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.947
Threshold uncertainty score0.736

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0090.012
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0040.003
Science and technology studies0.0530.040
Scholarly communication0.0100.004
Open science0.0030.015
Research integrity0.0030.005
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 head0.135
GPT teacher head0.448
Teacher spread0.313 · 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.

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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Same venueCanadian Journal of Nursing ResearchSame topicIndigenous Health, Education, and RightsFrench-language works237,207