Bibliographic record
Abstract
This paper attempts to capture the social status, domination of women by men faced by Offred, the protagonist of the sixth best seller novel by the Canadian author Margaret Atwood. The famous fantasy fiction The Handmaid’s Tale is written in the dystopian tradition.Through this novel, she has penned powerfully her social concern regarding the social status, domination, the mental turmoil and the identity crises of women in a male – dominated society and their consequent struggle to overcome this domination, repression and subjugation through many modes of escape strategies. This kind of struggle gives them power to speak against their situation and change their self to enable them to lead a dignified life in the same society. Six years before the publication of this novel, Margaret Atwood had commented on the writing of fiction in a way that seems to anticipate the novel. She comments “What kind of world shall you describe for your readers? The one you can see around you or the better one you can imagine? If only the latter, you’ll be unrealistic. If only the former, despairing, But It is by the better world we can imagine, that we judge the world we have”.
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 | 0.001 | 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 | 0.019 | 0.027 |
| Scholarly communication | 0.008 | 0.003 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.006 | 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".