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Record W7132859054

“How do you actually break the cycle?”: A Critical-Decolonial Analysis of Intergenerational Trauma and Cultural Relevancy in Nunavut’s Child Abuse Response

2024· dissertation· W7132859054 on OpenAlexaboutno aff
Cara A. Samuel

Bibliographic record

VenueTSpace · 2024
Typedissertation
Language
FieldHealth Professions
TopicIndigenous Studies and Ecology
Canadian institutionsnot available
Fundersnot available
KeywordsChild abuseNeglectScapegoatingChild sexual abusePopulationHarmSexual abuseGovernment (linguistics)Indigenous
DOInot available

Abstract

fetched live from OpenAlex

The dominant response to child abuse in Nunavut is through child protection interventions, a response that is complicated by the history of settler colonialism in Nunavut, current race-based inequities, and the prioritization of qallunaat (settler) knowledge and worldviews. Inuit make up approximately 85% of the population of Nunavut and are over-represented in what’s been called an “abuse epidemic”, with rates of child sexual abuse 11 to 15 times the national average. While policies and programming targeting the high rates of child abuse in Nunavut often make claims of being “trauma-informed” or “culturally appropriate”, these concepts are based in a settler-positivist worldview and often fail to account for the harm government systems have caused to Inuit families. This was examined in three chapters: narrative review of the critical and Indigenous theories of trauma and their application to the socio-cultural-historical context of Nunavut, a multi-method critical policy analysis of Surusinut Ikajuqtigiit (2020) Nunavut’s Child Abuse and Neglect Response Strategy, and a collaborative-experiential analysis of the stories of Inuit caregivers of children who have been abused. Colonial psychology theories tend to assume the universality of “trauma” and further a settler agenda through epistemic violence, problematization of responses to violence, necropolitical child protection policies, and dependency on the state. Child abuse response policy in Nunavut makes use of these tools, adopting psycho-centrism and maintaining race-based inequities. Combined with a lack of government accountability, these structural issues perpetuate intergenerational trauma while also denying Inuit self-determination. Inuit caregivers of children who have been abused shared their lived experience of these issues, voicing a need for holistic and accountable services that address the role of institutional violence in intergenerational trauma. These findings support the need to move beyond superficial understandings of “trauma” and “cultural relevancy”, and shift to frameworks that center intergenerational and systemic trauma, trauma-and-violence-informed care and cultural safety. The importance of culture is about more than “incorporating” Inuit Qaujimajatuqangit values into existing policy and practices, rather it must be used as a framework for reviving Inuit self-determination.

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)0.009
metaresearch head score (Gemma)0.008
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.852
Threshold uncertainty score0.294

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0090.008
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.002
Science and technology studies0.0350.058
Scholarly communication0.0120.011
Open science0.0030.008
Research integrity0.0030.006
Insufficient payload (model declined to judge)0.0020.000

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 head0.026
GPT teacher head0.409
Teacher spread0.382 · 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 designQualitative
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
Published2024
Admission routes1
Has abstractyes

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