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Record W4417405495 · doi:10.33422/icgss.v2i1.1451

From Stolen Childhoods to Reclaimed Lives

2025· article· W4417405495 on OpenAlexaboutno aff
Swati Mittal, Swati Chauhan, Shivani Vashist

Bibliographic record

VenueThe Proceedings of the International Conference on Gender Studies and Sexuality. · 2025
Typearticle
Language
FieldSocial Sciences
TopicIndigenous Health, Education, and Rights
Canadian institutionsnot available
Fundersnot available
KeywordsIndigenousForegroundingColonialismIdentity (music)Historical traumaPower (physics)RacializationGenocideSisterKinship

Abstract

fetched live from OpenAlex

This paper offers a feminist analysis of Five Little Indians by Michelle Good, focusing on the lived experiences of Indigenous women within the devastating legacy of the Canadian residential school system. Established in the late 19th century, this system forcibly removed Indigenous children from their families, intending to erase their culture and assimilate them into colonial society. Through the lens of Indigenous feminist theory and intersectional praxis, the paper examines how the novel recounts the multiple traumas, physical, emotional, sexual, and cultural, inflicted on characters like Clara, Lucy, and Maisie. The novel subverts Indigenous women’s stereotypes by featuring them in full and diverse experiences and struggles. The paper is a detailed examination of sexual violence themes, forced motherhood, and the effort to establish Indigenous women’s identities in the wake of trauma. Through qualitative textual analysis and close reading, the paper reveals how colonial institutions, embodied in characters like Sister Mary and Father Levesque, perpetrated patriarchal violence to multiply the system’s erasure of Indigenous identity and kinship relations. The research highlights the novel’s exploration of intergenerational trauma, disrupted kinship, and the loss of a stable home, while foregrounding the resilience and determination of Indigenous women to survive and rebuild their lives. By centring Indigenous women’s voices and experiences, this paper contributes to broader feminist and decolonial conversations on survival, memory, and the transformative power of storytelling in postcolonial contexts.

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)0.002
metaresearch head score (Gemma)0.004
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 score0.063
Threshold uncertainty score0.126

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.004
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0240.037
Scholarly communication0.0100.005
Open science0.0020.011
Research integrity0.0010.005
Insufficient payload (model declined to judge)0.0050.001

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 head0.080
GPT teacher head0.379
Teacher spread0.299 · 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
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueThe Proceedings of the International Conference on Gender Studies and Sexuality.→Same topicIndigenous Health, Education, and Rights→French-language works237,207→