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Record W4404965090 · doi:10.32920/27948129.v1

“She’s Always Been a Fighter for Me”: Indigenous Mothers as Advocates and Defenders of Their LGBTIQSB + Children

2024· preprint· en· W4404965090 on OpenAlexaboutno aff
Corrinne T. Sullivan, Kim Spurway, Linda Briskman, John Leha, William Trewlynn, Karen Soldatić

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldSocial Sciences
TopicIndigenous Health, Education, and Rights
Canadian institutionsnot available
Fundersnot available
KeywordsIndigenousFraming (construction)NarrativeGender studiesPsychological interventionState (computer science)Dysfunctional familySociologyMetisCorporate governancePolitical scienceWelfarePsychologyMedicineGeographyNursingLaw

Abstract

fetched live from OpenAlex

There is no research into the experiences of Indigenous LGBTIQSB + young people and their mothers in the country now known as Australia. Based on a series of nine narrative interviews with young LGBTIQSB + people living in New South Wales, this article is the first to discuss Indigenous LGBTIQSB + children’s relationship with their Indigenous mothers. Indigenous mothers have been framed in ways that justified targeted settler state interventions situated within broader racialised biopolitical governance practices and the regulation of Indigenous lives. The findings of this research project provide a counter narrative to the current framing of Indigenous mothers and families as dysfunctional and in need of intervention by state and welfare agencies. Indigenous LGBTIQSB + young people speak to their experiences of coming out and the ways their Indigenous mothers defended, affirmed and advocated for them. Participants spoke of how Indigenous mothers provided them with protective skills and strategies that allowed them to effectively navigate close and extended familial and community contexts. This article demonstrates the significance of Indigenous mothering practices and values for the wellbeing of their LGBTIQSB + children.

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)0.005
metaresearch head score (Gemma)0.007
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 score0.040
Threshold uncertainty score0.080

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.007
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0120.009
Scholarly communication0.0030.003
Open science0.0010.006
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0030.000

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 head0.017
GPT teacher head0.301
Teacher spread0.283 · 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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