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Record W7082968207 · doi:10.1016/j.chipro.2025.100232

“We stole her back too” - Acts of resistance and restoration when traditional governance and authority of child and family matters is reclaimed by the grandmothers of a First Nation community

2025· article· en· W7082968207 on OpenAlexaboutno aff

Bibliographic record

VenueChild Protection and Practice · 2025
Typearticle
Languageen
FieldComputer Science
TopicGeochemistry and Geologic Mapping
Canadian institutionsnot available
FundersQueensland University of Technology
KeywordsIndigenousLegislationGovernment (linguistics)Supreme courtWelfareLegislatureCorporate governanceKinship

Abstract

fetched live from OpenAlex

Canada’s 2015 Truth and Reconciliation Commission’s findings concerning child welfare highlighted impacts resulting in Indigenous people’s dispossession, trauma, separation, and relational upheavals through forced removals and lasting harm to children, families and communities. Canadian Provincial government legislation over child welfare authority dominates and these outcomes continue today through child apprehensions. In 2020 the Canadian Federal Government enacted Bill C-92 respecting First Nations, Inuit and Métis children, youth and families; a legal framework intended to reduce the gross over-representation of Indigenous children in care. It affirms the inherent jurisdictional authority of Indigenous communities over their child and family matters. In 2024 following some Provincial Governments’ legal challenges, the Supreme Court of Canada unanimously confirmed C-92 is constitutional in its entirety. This article chronicles the efforts of a team of Indigenous Dene, provincially-delegated workers with extensive experience working within provincial child and family legislative frameworks. Within 15-months 47 children taken by Alberta Children’s Services from their rural community were returned and re-connected to their families, kin and culture. Culturally-based practices such as inclusion of ceremonial practices, using circle processes to conduct meetings and problem solve and respecting the traditional authority of matriarchs within the Indigenous Dene kinship system were key strategies in resisting and challenging the status quo of provincial child welfare authorities. These actions can encourage other communities to transform current child welfare approaches by restoring and reclaiming their own laws and traditional practices which offer alternative, humane and culturally-connected ways to protect children, support healing and rebuild communities. • Canada has a long history of the forced removal of Indigenous children. • The C-92 law affirms Indigenous community authority over child/family matters. • One Indigenous agency sought redress of CWS child removal. • The community had around 1/3 rd of their children in state care returned. • These actions resulted in resistance from the provincial child welfare agency.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.873
Threshold uncertainty score0.290

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
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 head0.040
GPT teacher head0.238
Teacher spread0.198 · 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 designNot applicable
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 routes1
Has abstractyes

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