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Record W7115807311

Indigenous Child Welfare Dispute Resolution

2025· dissertation· en· W7115807311 on OpenAlexaboutno aff

Bibliographic record

VenueMacSphere (McMaster University) · 2025
Typedissertation
Languageen
FieldSocial Sciences
TopicIndigenous Health, Education, and Rights
Canadian institutionsnot available
Fundersnot available
KeywordsIndigenousCognitive reframingStorytellingTransformational leadershipWelfareHonourTransformative learningEmpowermentGrounded theoryParticipant observation
DOInot available

Abstract

fetched live from OpenAlex

This study examines the transformative potential and limitations of Indigenous child welfare dispute resolution (ICWDR) circles within the broader child welfare system. Grounded in Ermine’s (2007) theory of the ethical space of engagement, it explores how ICWDR circles foster ethical relationality using Indigenous methodologies such as storytelling and ceremonial protocols as knowledge gathering tools. As a critical Indigenous scholar, in this thesis, my goal was to delve deeper into this phenomenon, especially when considering the legislated principles introduced in Ontario’s Child, Youth and Family Services Act (CYFSA, Government of Ontario, 2017), which have been politically framed as transformational tools aimed at reconciliation and the restoration of Indigenous authority over child welfare matters. The methodology employed for this study is centered on Indigenous research storytelling circles, following Indigenous circle protocols that honour participant autonomy. Over a four-month period in 2021, eight virtual research storytelling circles were held via zoom. In total twenty-three people shared their stories: fourteen self-identified as Indigenous from various Nations, and nine self-identified as non-Indigenous. The findings of this study emphasize the transformational role of tension and chaos within ICWDR circles, reframing these dynamics as catalysts for growth, mutual understanding and respectful engagement. Within these circles, Indigenous child well-being Shkaabas/helpers observed that families and the Indigenous community members found support and empowerment for respectfully holding workers accountable for unexamined assumptions that contribute to barriers to family reunification. Conversely, workers reflected on how their participation in these circles helped deepen their understanding of healing from an Indigenous perspective. These findings underscore the reciprocal healing potential of ICWDR circles, illustrating their capacity to foster teachable moments, raise awareness, nurture collaborative partnerships, and inspire moral courage – leading to creative strategies that improve outcomes for Indigenous children and families involved in the child welfare system and participating in these circles. Despite these promising benefits, the study also reveals that the child welfare system remains entrenched in colonial structures, which severely limit the transformative potential of ICWDR circles. Systemic barriers, including policy loopholes, organizational culture, and the discretionary power of child welfare professionals, continue to obstruct transformative efforts. Institutional resistance to Indigenous-led approaches remains evident, particularly through persistent lack of accountability for non-compliance with Indigenous-centered frameworks even when legislatively required to do so. While ICWDR circles offer a meaningful pathway toward transformation, their full potential is constrained by deeply entrenched systemic resistance, exposing the ongoing disconnect between governmental policy and its practical application. A significant contribution arising from this study is the development of an Indigenous metaphorical framework (p. 315), which emerged from the stories shared by the knowledge keepers, my practice experience, and the broader literature on Indigenous scientific methods. This framework uses metaphors and natural systems thinking to interpret the key findings and offers an Indigenous pathway for further studies aimed at exploring meaningful and morally courageous reform in child welfare policies and practices.

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)0.019
metaresearch head score (Gemma)0.035
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.957
Threshold uncertainty score0.098

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0190.035
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0020.002
Science and technology studies0.0230.011
Scholarly communication0.0080.006
Open science0.0040.018
Research integrity0.0030.004
Insufficient payload (model declined to judge)0.0150.001

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 head0.009
GPT teacher head0.237
Teacher spread0.228 · 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 designNot applicable
Domainnot available
GenreOther

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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