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Record W4407819985 · doi:10.5430/wjel.v15n4p102

Defying the Odds: Women’s Journeys of Survival in the Novels of Chimamanda Ngozi Adichie

2025· article· en· W4407819985 on OpenAlexvenueno aff
K. Karthiga, C. Jothi, B. R. Aravind, P. Priyadharshini

Bibliographic record

VenueWorld Journal of English Language · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicAfrican history and culture studies
Canadian institutionsnot available
Fundersnot available
KeywordsOddsMedicineInternal medicine

Abstract

fetched live from OpenAlex

Chimamanda Ngozi Adichie, renowned for her compelling literary works, intricately weaves a narrative tapestry that explores the multifaceted dimensions of feminism, gender complexities, and the profound psychological landscapes of her female protagonists. Across the historical spectrum from the era of colonization to the contemporary zeitgeist, Adichie's narratives serve as poignant reflections of the intricate challenges women face navigating patriarchal societies. Central to Adichie's thematic exploration is the pervasive presence of violence against women, which she vividly depicts across various epistemic periods. This violence manifests in a spectrum of forms, ranging from overt physical aggression to insidious systemic injustices that erode the social fabric. Through her characters, Adichie lays bare the harsh realities of a world where women are routinely subjected to oppression and exploitation, their voices stifled, and their autonomy curtailed. Furthermore, Adichie delves deep into the labyrinthine realms of the female psyche, illuminating the profound impact of societal expectations and gender norms on her characters' inner lives. The relentless pressure to conform to rigid gender roles, compounded by the trauma of sexual violence and other forms of abuse, leaves an indelible mark on their sense of self and shapes their perceptions of reality. Yet, amidst the shadows of adversity, Adichie's narratives offer glimpses of resilience and strength, showcasing the unwavering spirit of women who defy the constraints imposed upon them. Adichie dismantles entrenched narratives through their stories and challenges the power structures perpetuating inequality and marginalization. Adichie's literary oeuvre is a powerful testament to the enduring struggle for gender equality and the complex intricacies of the female experience. Through her masterful storytelling and empathetic characterizations, she invites readers to confront uncomfortable truths and engage in critical discourse on the pervasive systems of oppression that continue to shape our collective reality.

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)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.024
Threshold uncertainty score0.035

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0240.013
Scholarly communication0.0080.004
Open science0.0010.006
Research integrity0.0020.005
Insufficient payload (model declined to judge)0.0040.000

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 head0.012
GPT teacher head0.280
Teacher spread0.268 · 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 designNot applicable
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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