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Record W4413887846 · doi:10.53967/cje-rce.6979

Moving Pedagogy Outside: Reading a Graduate English Course with the Concepts of Fort Pedagogy, Indigenous Métissage, and the wâhkôhtowin Imagination

2025· article· en· W4413887846 on OpenAlexafffundvenue
Deborah Schamuhn Kirk

Bibliographic record

VenueCanadian Journal of Education / Revue canadienne de l éducation · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicGlobal Education and Multiculturalism
Canadian institutionsUniversity of Alberta
FundersSocial Sciences and Humanities Research Council of CanadaUniversity of Alberta
KeywordsReading (process)IndigenousCourse (navigation)PedagogySociologyPsychologyLinguisticsEngineeringPhilosophy

Abstract

fetched live from OpenAlex

Where do we learn? What are our experiences of relationships in those contexts? Could teaching a course outside activate the wâhkôhtowin imagination? Can walking begin to repair relationships? Donald suggests that it can; and yet, another of the concepts Donald discusses, that of fort pedagogy, cautions us to listen and not claim. Is it possible for me, a White descendent of European immigrants, to learn from the wâhkôhtowin imagination without re-enacting fort pedagogy? In this article, I examine possibilities for anti-colonial pedagogy as I reflect on a student’s learning experiences—my own—from my dual positionality as PhD student and English literature instructor. Thinking alongside Indigenous Métissage (Donald, 2009, 2012), fort pedagogy (Donald, 2009), and the wâhkôhtowin imagination (Donald, 2021), I examine my experiences in an innovative graduate English course taught largely outside and consider ways pedagogy can shift relationships to place and to one another.

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)0.002
metaresearch head score (Gemma)0.003
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 score0.566
Threshold uncertainty score0.984

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.001
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 head0.033
GPT teacher head0.369
Teacher spread0.336 · 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.

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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