MétaCan
Menu
Back to cohort
Record W4403945479 · doi:10.3390/soc14110224

Reclaiming Being: Applying a Decolonial Lens to Gendered Violence, Indigenous Motherhood, and Community Wellbeing

2024· article· en· W4403945479 on OpenAlex
Leslie M. Dawson

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueSocieties · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicGender, Security, and Conflict
Canadian institutionsMacEwan University
Fundersnot available
KeywordsIndigenousLens (geology)SociologyGender studiesThrough-the-lens meteringPsychologyCriminologyEngineeringEcology

Abstract

fetched live from OpenAlex

Indigenous women and children in Canada are significantly more likely to experience some form of family violence than their non-Indigenous counterparts. However, biomedical and academic discussions around the violence that Indigenous women and their families and communities face reflect a colonial narrative emphasizing Euro-Canadian perspectives and values; a colonial narrative that disconnects the role of past and ongoing forms of colonial violence and naturalizes family violence within Indigenous communities, informing a view of Indigeneity as risk. Through a decolonial lens, the underlying causes of family violence in Indigenous communities can be connected to the gendered violence of patriarchal colonialism targeting Indigenous women. It is revealed how Indigenous women’s bodies became a site of the coloniality of violence as colonization disenfranchised and displaced Indigenous women from their lands, communities, and central roles. Gendered colonial violence attacked Indigenous women’s scared status in their societies and disrupted Indigenous relational modes of being. This informed a coloniality of being for Indigenous peoples; a coloniality of being integral to intergenerational trauma and family violence. Through the lens of Indigenous laws as a decolonial approach to family violence, the centrality of Indigenous women’s roles and responsibilities as mothers is linked to community wellbeing and intertwined with leadership and governance. By grounding the rights of Indigenous women within relationships, Indigenous women can reclaim their sacred places within respectful, reciprocal, and interconnected ways of being.

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.

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: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.171
Threshold uncertainty score0.998

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 studies0.0040.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.042
GPT teacher head0.313
Teacher spread0.270 · 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