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Record W4410594885 · doi:10.1080/2201473x.2025.2504788

Unsettling public history: a promising methodology for settler decolonization

2025· article· en· W4410594885 on OpenAlex

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.
fundA Canadian funder is recorded on the work.

Bibliographic record

VenueSettler Colonial Studies · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicHistorical and Cultural Archaeology Studies
Canadian institutionsUniversity of Guelph
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsDecolonizationPublic historyColonialismSociologyPolitical scienceHistoryLawPoliticsMedia studies

Abstract

fetched live from OpenAlex

Facilitating settler decolonization is multi-faceted and non-linear. Based on existing scholarship, the key components that facilitate settler decolonization encompass taking responsibility for one’s own learning and unlearning, self-examining that leads to a decolonial practice, building relationships with Indigenous people and place, and revising settler narratives to acknowledge the settler problem and Indigenous sovereignty. While this theoretical framework provides principles for settler decolonization, there is a research gap in applying settler decolonization theory in particular places and cases. Employing theories of whiteness in this framework, I explore an approach for settler decolonization through re-storying public history. To enrich the methodology, I utilize a case study of early Indigenous-Mennonite relations in what is now the Waterloo Region. I argue that through the braiding of Indigenous and Western historiography, a decolonial public history would centre Indigenous sovereignty, recognize the settler problem, acknowledge complicity, deepen relationships with place, renew treaty relationships, disrupt affect and embrace uncertainty, and foster settler responsibility.

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)0.005
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.825
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0020.001
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 head0.242
GPT teacher head0.419
Teacher spread0.178 · 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