Sisterhood as a Saviour of Afghan Women: An Analysis of Khaled Hosseini’s Ideology
Bibliographic record
Abstract
Sisterhood corresponds to a bond of love, cooperation and solidarity among women to fight against their individual or collective oppression at the hands of patriarchy. It initiates and shapes the struggle of women against their sexism. On the other hand, envy and non-cooperation act as enemies of women, making them as easy prey for the patriarchal forces. This study provides a textual analysis of Afghan American novelist Khaled Hosseini’s novels A Thousand Splendid Suns and And the Mountains Echoed. The theoretical foundations of the research are laid down on the theories proposed by bell hooks. The study shows that the solidarity of female characters in the novels freed them from the oppression of patriarchy. However, their envy and non-cooperation led them to the domination of men. This study is a unique addition to the topic as it brings together the ideals of sisterhood and envy on the selected novels of Khaled Hosseini.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.010 | 0.007 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| 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".