MétaCan
Menu
Back to cohort
Record W4415438451 · doi:10.1080/17425964.2025.2572979

Epistemic Ignorance as a Barrier to Indigenization: A Collaborative Self-Study

2025· article· en· W4415438451 on OpenAlex
Georgann Cope Watson, J. Charles Victor

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueStudying Teacher Education · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicEducation and Critical Thinking Development
Canadian institutionsUniversity of TorontoThompson Rivers University
Fundersnot available
KeywordsIgnoranceWork (physics)Qualitative researchTeaching method

Abstract

fetched live from OpenAlex

In this collaborative Self-Study of Teacher Education Practice (S-STEP), two researchers and critical friends addressed epistemic ignorance as a significant barrier to Indigenizing teacher education curricula in one Canadian university. The call to Indigenize curricula in Canada extends through all levels of education, making this study particularly important within teacher education. Specifically, this study asked: What can Indigenous and non-Indigenous teacher educators learn from each other about epistemic ignorance through collaborative S-STEP as they work towards Indigenization? This study follows the methodological tenets of S-STEP research and the 5Rs of Indigenous Research Methodology. Triangulated data was collected over six months through online informal meetings, reflective journal keeping, and note-taking. The data was thematically analyzed, and three themes emerged: settler colonial ignorance, white fragility, and critical consciousness. These themes were juxtaposed with three themes found in the literature: epistemic ignorance and white fragility, critical humility, and relational pedagogy. Findings highlighted the transformative potential of collaborative self-study between Indigenous and non-Indigenous researchers to uncover moments of epistemic ignorance as a barrier to Indigenizing curricula. Implications for teacher education include the need to address discomfort associated with epistemic ignorance to facilitate authentic efforts when Indigenizing curricula.

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.

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation 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 score0.173
Threshold uncertainty score0.838

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.016
GPT teacher head0.374
Teacher spread0.358 · 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