THE FEMINIST NATURE OF THE WORKS OF M. ATWOOD (BASED ON THE NOVEL "THE HANDMAID'S TALE")
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
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.
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.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.011 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.005 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.023 | 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 it