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Record W4414664304 · doi:10.1111/capa.70036

Implementing Bill C‐92: Strengthening Indigenous Jurisdiction and Community Resilience in Child Welfare

2025· article· en· W4414664304 on OpenAlexafffundabout
Mason Ducharme, Nathan Oakes, Anna Soer

Bibliographic record

VenueCanadian Public Administration · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicSocial Issues and Policies
Canadian institutionsFirst Nations University of CanadaAssembly of First Nations
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsIndigenousJurisdictionCorporate governanceWelfareResilience (materials science)ConstitutionGovernment (linguistics)

Abstract

fetched live from OpenAlex

Abstract This article examines the implementation of Bill C‐92: An Act Respecting First Nations, Inuit and Métis Children, Youth and Families, which affirms the inherent right of Indigenous Peoples to self‐govern in child and family services. Through qualitative analysis of 11 First Nations laws enacted between 2021 and 2024, the study explores how communities are developing governance structures, ratifying laws, and engaging members in law‐making. Findings reveal diverse models—from Band Council‐led systems to Indigenous Governing Bodies under Section 35 of the Constitution Act—with varying levels of cultural integration and transparency. Five case studies highlight approaches grounded in traditional knowledge, language revitalization, and relational governance. The article discusses tensions between delegated authority under the Indian Act and inherent rights, alongside challenges related to funding and capacity. It concludes with recommendations to strengthen Indigenous‐led governance rooted in Indigenous legal traditions, languages, and community‐defined child and family wellbeing.

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 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: Empirical
Teacher disagreement score0.793
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0050.000
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 head0.020
GPT teacher head0.322
Teacher spread0.302 · 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.

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 routes3
Has abstractyes

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