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Record W4416790945 · doi:10.1016/j.ssaho.2026.103080

Creating Still Waters: Calming Colonizing Undercurrents in Higher Education Curricula Through Cross-Epistemic Dialogue

2025· preprint· en· W4416790945 on OpenAlexafffundabout
Vince Anderson, Corinne Bodner, Stacey Lovo, Nancy Turner, Vicki Squires, Darryl Isbister

Bibliographic record

VenueSocial Sciences & Humanities Open · 2025
Typepreprint
Languageen
FieldSocial Sciences
TopicIndigenous Health, Education, and Rights
Canadian institutionsUniversity of Saskatchewan
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsIndigenousCultural humilityCurriculumAcknowledgementHumilityTraditional knowledgeHigher educationGrounded theoryHonor

Abstract

fetched live from OpenAlex

Post-secondary institutions in Canada face an urgent need to advance reconciliation through pedagogical practices that respect diverse epistemologies and dismantle colonial structures. This study explores the Role of Practitioners in Indigenous Wellness (RPIW) learning program at the University of Saskatchewan as a model of cross-epistemic collaboration leading to reconciliation education programming. Developed in collaboration with Indigenous communities, Elders, health providers, scholars and community members, the RPIW program integrates Indigenous pedagogies and the Federation of Sovereign Indigenous Nations’ Cultural Responsiveness Framework to foster culturally responsive health professional education. Using a cross-epistemic methodological approach grounded in Ermine’s (2007) concept of “ethical space,” the research examines the relationships, commitments and fundamental truths that sustain this program. Data were collected through conversations with Core Developers of the RPIW learning program to understand how ethical spaces are created and nurtured. Findings explore a web of emergent themes that together generate foundations of ethical relationships. The themes are organized under five headings: humility and acknowledgement of gift of knowledge; strength, patience, resoluteness; reciprocal learning, circle process, growth; trust, safe space, and dismantling hierarchies; and shared vision, common values, and reaffirmed solidarity. Findings highlight themes of humility, resoluteness, reciprocal learning, reaffirmed solidarity, and trust as foundational to creating reconciliative educational environments. This case offers insights for institutions seeking to implement reconciliation-focused curriculum initiatives that honor Indigenous sovereignty, voice, and promote epistemic justice.

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)0.017
metaresearch head score (Gemma)0.015
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 score0.315
Threshold uncertainty score0.627

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0170.015
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0020.002
Science and technology studies0.0480.044
Scholarly communication0.0170.010
Open science0.0030.027
Research integrity0.0030.006
Insufficient payload (model declined to judge)0.0050.001

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 head0.172
GPT teacher head0.446
Teacher spread0.274 · 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

Citations0
Published2025
Admission routes3
Has abstractyes

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