Discourse of the Marginalized: A Critical Analysis of Mulk Raj Anand's The Old Woman and The Cow
Bibliographic record
Abstract
Women have had lower social status in Indian traditional culture. The primary objective of the study is to critically evaluate Mulk Raj Anand’s novel The Old Woman and The Cow from a feminist perspective. By adopting this approach, the research aims to illuminate the marginalized voices within the narrative and explore the novel's treatment of gender, power dynamics, and societal norms. The analysis of the novel is grounded in feminist criticism, focusing on the portrayal of female characters, their agency, and the challenges they confront in a patriarchal society. The methodology involves closely examining the text, paying careful attention to character development, narrative structure, and thematic elements. The study reveals how Anand’s novel provides a platform for marginalized voices, emphasizing the resilience and agency of women in the face of adversity. It underscores the role of literature in challenging societal norms and advocating for social change.
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 imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.006 | 0.010 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.026 | 0.039 |
| Scholarly communication | 0.015 | 0.007 |
| Open science | 0.002 | 0.008 |
| Research integrity | 0.003 | 0.008 |
| Insufficient payload (model declined to judge) | 0.003 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".