THE FEMINIST NATURE OF THE WORKS OF M. ATWOOD (BASED ON THE NOVEL "THE HANDMAID'S TALE")
Bibliographic record
Abstract
Scientific research is devoted to the gender aspect in English-language literature, in particular in the works of the Canadian writer Margaret Atwood. The consideration of the gender problem is based on the material of fiction, namely on the basis of the novel “The Handmaid's Tale”. This approach makes it possible to reveal and present gender not only as a parameter that reflects the gender identity of the author, but also as a parameter that is an element of the structure of the work of art. Particular attention is paid to creating an artistic image of the main character of the novel, June, that is dominant. Since the genre of the novel is anti-utopia, the action takes place in a fictional totalitarian state called the Republic of Gilead. In that country, all power and all rights belong to the military, women have no rights to own, work, and love. They have only one function left, namely the reproductive one. M. Atwood embodies the best female qualities, the ability to fight for their lives and be an example to others in the image of June. This is a feminist treatise, the author of which defends the rights of women in modern society.
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.007 | 0.008 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.008 | 0.001 |
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.
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".