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Record W7162457157 · doi:10.32628/cseit25111692

Negotiating Gender and Tradition: Female Agency and Familial Transformation in Anita Rau Badami’s the Hero’s Walk

2025· article· W7162457157 on OpenAlexaboutno aff
Dr. Jagbir Singh

Bibliographic record

VenueInternational Journal of Scientific Research in Computer Science Engineering and Information Technology · 2025
Typearticle
Language
FieldArts and Humanities
TopicPostcolonial and Cultural Literary Studies
Canadian institutionsnot available
Fundersnot available
KeywordsMayaBrotherGirlWifeSymbol (formal)White (mutation)Agency (philosophy)FemininityTragedy (event)Independence (probability theory)

Abstract

fetched live from OpenAlex

The paper is based on the questions of gender and family which are discussed in The Heroes Walk by Anita Rau Badami. Born in India, but living in Canada, Badami combines her multi-ethnic background and current setting to create a novel that explores the complexity of modern living among the fictional family of Indian Brahmans in the small town of Toturpuram. The case of Sripathi Rao, his wife Nirmala and his daughter Maya gives us an insight into the changing roles of women in the family. The marriage of an Indian girl Maya and a white man in Vancouver brings conflict to the family. We can see how tragedy affects the relationships within the family, cultural norms and traditional beliefs through the eyes of Sripathi Rao. The character of Nirmala is a symbol of the empowerment and independence of modern women. Arranging a marriage between her brother and sister-in-law, settling the family, and bringing up her granddaughter Nandana are all examples of how a modern lady can go against the grain. The book is about women and how they can become a force of change in their family and community and how women can be a bridge between tradition and modernity. In its most basic form, The Hero’s Walk is a tale of the significance of understanding, compassion, and unity against all odds, and the connections that can be established inside a family. This discussion is based on a wide range of academic sources and reviews to explore in-depth the themes and character development of the novel and demonstrates that it has significance in both postcolonial literature and gender studies.

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)0.001
metaresearch head score (Gemma)0.001
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 score0.025
Threshold uncertainty score0.028

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0250.014
Scholarly communication0.0050.002
Open science0.0010.005
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 head0.037
GPT teacher head0.292
Teacher spread0.255 · 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

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