MétaCan
Menu
← Back to cohort
Record W7161776761 · doi:10.82308/25382

Ceding critical authority: responsible White-Settler Readings of Indigenous literature in Canada

2020· dissertation· en· W7161776761 on OpenAlexaboutno aff
Devon Hancock

Bibliographic record

Venuenot available
Typedissertation
Languageen
FieldSocial Sciences
TopicIndigenous Health, Education, and Rights
Canadian institutionsnot available
Fundersnot available
KeywordsIndigenousReading (process)MainstreamPopularityNoticeSovereigntyIndigenous rights

Abstract

fetched live from OpenAlex

Since the Indigenous civil rights movement began nationally organizing in the 1960s, Indigenous literature has earned increasing prominence in Canadian universities and the cultural mainstream. However, this prominence is tempered by white-settler reading practices that seek to defuse the socio-political commentary of the Indigenous civil rights movement that is infused into much of Indigenous literature. To this end, white-settler students and academics have learned to focus on tropes of separation between Indigenous and non-Indigenous communities, the edification of white-settler readers, and affective rather than active responses —particularly to endemic tragedy — in Indigenous texts. Such readings allow white-settler readers to consume Indigenous literature according to comfortable, expected patterns that do not challenge the probity, validity, or sovereignty of contemporary Canada. These reading practices have filtered out of university settings and into the cultural mainstream where they have become the framework for modern reconciliation-politics in Canada. This paper looks to the works of Thomas King and Eden Robinson as exemplary Indigenous writers whose work is assessed according to these white-settler reading tropes while systematically, stylistically, and structurally resisting them. Conversely, Joseph Boyden’s work and career exemplify the popularity available to (Indigenous) writers who embrace these tropes. The contrasts and similarities between these authors illustrate the critical landscape that has formed around Indigenous literature as a popular genre. Moreover, reading these texts for their socio-political content suggests why and how white settler reading practice must change

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)0.004
metaresearch head score (Gemma)0.010
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: none
Teacher disagreement score0.172
Threshold uncertainty score0.960

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.010
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0040.004
Science and technology studies0.0730.036
Scholarly communication0.0180.003
Open science0.0030.007
Research integrity0.0030.006
Insufficient payload (model declined to judge)0.0040.000

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 head0.014
GPT teacher head0.316
Teacher spread0.303 · 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
Published2020
Admission routes1
Has abstractyes

Explore more

Same topicIndigenous Health, Education, and Rights→French-language works237,207→