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Record W4411796735 · doi:10.1080/26379112.2025.2507941

Kontihahanorónhstha’: The Maternal Essence of Indigenous Women’s Literatures

2025· article· en· W4411796735 on OpenAlexaff
Jennifer Brant

Bibliographic record

VenueJournal of Women and Gender in Higher Education · 2025
Typearticle
Languageen
FieldArts and Humanities
TopicPostcolonial and Cultural Literary Studies
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsIndigenousSociologyGender studiesPsychologyBiologyEcology

Abstract

fetched live from OpenAlex

This article begins by offering a personal narrative to showcase the experiences of Indigenous women in higher education. My own narrative is grounded in my cultural identity as a Haudenosaunee scholar, and I open by sharing the contemporary lessons of the Haudenosaunee Creation Story. By sharing Indigenous maternal knowledge as gleaned from creation stories and connections to our grandmothers’ stories, I highlight the intergenerational support of Indigenous academic success. As an overarching framework, scholarship on Indigenous maternal praxis is interwoven throughout this article to showcase the need for culturally relevant curriculum for Indigenous women. By sharing narratives of Indigenous women who participated in my graduate research, I highlight the Maternal Essence of Indigenous women’s literatures as community narratives of strength. I write about Indigenous women’s journeys into higher education and present Indigenous women’s visions of academic success that are connected to family and community relations. Bringing the article full circle, I present Maternal Essence in Indigenous women’s literatures as a theoretical orientation and contextualize it within intergenerational visions of kinship that support Indigenous women’s success in higher education.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.842
Threshold uncertainty score0.302

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
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 head0.023
GPT teacher head0.265
Teacher spread0.242 · 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.

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
Published2025
Admission routes1
Has abstractyes

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