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Record W4412696136 · doi:10.1111/muan.70012

Reconceptualizing Repatriation as the Power to Decide

2025· article· en· W4412696136 on OpenAlexafffundabout
Rebecca L. Bourgeois, Kisha Supernant, Neha Gupta

Bibliographic record

VenueMuseum Anthropology · 2025
Typearticle
Languageen
FieldEarth and Planetary Sciences
TopicArchaeological Research and Protection
Canadian institutionsUniversity of British Columbia, Okanagan CampusUniversity of Alberta
FundersFaculty of Graduate Studies and Research, University of AlbertaMitacsCanadian Institutes of Health ResearchKillam TrustsSocial Sciences and Humanities Research Council of CanadaUniversity of AlbertaPolar Knowledge Canada
KeywordsRepatriationPower (physics)HistoryGenealogyArchaeologyPhysics

Abstract

fetched live from OpenAlex

ABSTRACT Repatriation in Canada is highly situational, with relatively few regulations in place to assist Indigenous communities in returning their cultural belongings home, let alone to protect their rights as stewards. This paper provides a public policy analysis of repatriation regulations in Canada, with special attention paid to the situation they present to the public, to recommend areas for change. We juxtapose these findings with Indigenous repatriation policies and an ethnographic case study partnered with the Tłı̨chǫ Government, which reinterprets repatriation using Tłı̨chǫ traditions for caring for cultural heritage. We focused on two areas of inquiry concerning (1) the identification of existing conflicts between western and Indigenous repatriation directives (e.g., laws, policies, and regulations); and (2) the exploration of repatriation as imagined through an Indigenous lens. Our findings show that we must reconceptualize repatriation from an exchange between two parties into the reclamation of the power to decide how heritage is managed by descendant communities. Contrasting policy analysis with ethnographic data, we found that such a reorientation can only be achieved through both practice and law reform aimed not at strict regulation, but at providing a secure basis upon which Indigenous communities can resituate themselves as recognized stewards of their cultural heritage at home and afar.

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)0.016
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.819
Threshold uncertainty score0.366

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0160.017
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.002
Science and technology studies0.0340.074
Scholarly communication0.0120.004
Open science0.0040.012
Research integrity0.0030.004
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 head0.024
GPT teacher head0.324
Teacher spread0.300 · 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
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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