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Record W4413334535 · doi:10.1177/11771801251365763

Relationally responsibly reading: an approach to Indigenous literary criticism amid Métis identity politics in Canada

2025· article· en· W4413334535 on OpenAlexaffabout
Stephanie G. Erickson

Bibliographic record

VenueAlterNative An International Journal of Indigenous Peoples · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicFeminist Epistemology and Gender Studies
Canadian institutionsUniversity of Victoria
Fundersnot available
KeywordsIndigenousPoliticsCriticismIdentity (music)Reading (process)Literary criticismPolitical scienceSociologyLiteratureLawAestheticsArt

Abstract

fetched live from OpenAlex

This research investigates Indigenous literary criticism practices relative to contemporary identity politics in a Canadian context, focusing on Métis (one of three constitutionally recognized Indigenous Peoples in Canada) politics considering recent accusations of identity theft leveled against the Métis Nation of Ontario at the first ever Summit of Indigenous Identity Fraud. This article provides an overview of the situation, followed by a suggested approach to Indigenous literary criticism that accounts for such identity politics, using Cherie Dimaline’s young adult novel, The Marrow Thieves (2017) as an example site for exploration. Considering the context and contention around Métis Nation of Ontario and its membership, this article develops a method of literary criticism that accounts for Indigenous identity politics and calls for responsibility and relationality in all readerships. This approach to literary criticism is called relationally responsible reading .

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.482
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0010.000
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 head0.027
GPT teacher head0.354
Teacher spread0.328 · 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 designObservational
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 routes2
Has abstractyes

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