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Record W7040051208

A Note on Decolonization, Poststructuralism, and Method in Indigenous Critical Theory

2022· article· en· W7040051208 on OpenAlexaboutno aff

Bibliographic record

VenueMspace (University of Manitoba) · 2022
Typearticle
Languageen
FieldComputer Science
TopicNeural Networks and Applications
Canadian institutionsnot available
Fundersnot available
KeywordsPejorativeSubject (documents)PretextTemptationContext (archaeology)Population
DOInot available

Abstract

fetched live from OpenAlex

The meaning of the word 'decolonization' is rapidly changing in Canada. Today, the word has re-penetrated the psychology of mainstream Canadians. And, with mainstream society now finding the term effective and useful for advertising products the synonymity of the term with 'anti-colonial' is becoming a problem. Decolonization appears to be a decolonial term, but when I carefully critique its ideological usage by settler colonials, I find it's almost guaranteed that the contemporary usage of the term will come full circle. As it enters the mainstream market economy, the term gets structured primarily by profit motives rather than community values. Very soon, popular usage of decolonization will once again refer to a matrix of settler colonial values, rather than the independent community-based processes which grassroots Indigenous and anti-colonial peoples have used. As decolonization terminology becomes popular in Canada's mainstream, it will methodologically contradict the grassroots’ anti-colonial aspirations. In this paper, I've tried to understand how Indigenous people might be influenced by the structuralist patterns of thought in anti-Indigenous or modernist knowledge frameworks, I have looked at how bureaucratic institutions reinventing decolonization use the ideology of profit to assimilate Indigenous peoples using old progress ideologies that drive the historical master-narrative of settler colonial nations like Canada. The final section looks at how those ideologies produce categories of identity that promote a progress narrative that is continuing to seek the assimilation of Indigenous peoples into the settler colonial system's public market economy. Here I've advocated for a post-structuralist method for comprehending Indigenous decolonization movement.

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)0.028
metaresearch head score (Gemma)0.017
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Methods · Consensus signal: none
Teacher disagreement score0.062
Threshold uncertainty score0.218

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0280.017
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0060.005
Science and technology studies0.0130.137
Scholarly communication0.0110.013
Open science0.0030.007
Research integrity0.0030.008
Insufficient payload (model declined to judge)0.0030.000

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 head0.010
GPT teacher head0.240
Teacher spread0.230 · 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 designTheoretical or conceptual
Domainnot available
GenreMethods

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
Published2022
Admission routes1
Has abstractyes

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