Bibliographic record
Abstract
In Canada, they said, 'Could it happen here?' In England, they said, 'jolly good yam.' In the United States, they said, 'How long have we got?' Such were the reactions, according to an interview that Margaret Atwood gave to The New York Times , to her futuristic novel The Handmaid's Tale . The British response is the calmest, viewing the work, that is, purely as fantasy, like Alice in Wonderland or Lord of the Rings . Canadians feel, apparently, some modest degree of apprehension. But it is in America, where the tale is set, that reaction has been most intense, most alarmed. By now a canonical text (the self-important term that academics use for books that get taught a lot) in university courses, the source of a film and an opera, a work particularly revered by pessi-feminists, The Handmaid's Tale has been widely viewed as a serious commentary on the socio-political conditions of the day. I want to cast a critical eye on the putatively American way of responding to Atwood's tale. Read seriously (in contrast to pure fantasy), the book belongs to the genre called the dystopia, a genre that projects an imaginary society that differs from the author's own, first, by being significantly worse in important respects and, second, by being worse because it attempts to reify some utopian ideal. Science fiction works like Pohl and Kornbluth's The Space Merchants and John Brunner's The Sheep Look Up , while offering decidedly negative images of the future, are not truly dystopian because they lack an anti-utopian animus; Zamyatin's We and Huxley's Brave New World , by contrast, serve as paradigms of the genre precisely because their negative futures stem specifically from the implementation of a rational design for reorganizing society, a utopia. Since most, if not all, such designs for a dirigiste world belong to the political left--most, of course, are communal, collectivistic--their anti-type, the dystopia, usually is, or at least appears to be, conservative, counseling rather the bearing of those ills we have than flying to others that we know not of. Another tradition of utopias, however, depends on revelation rather than on reason, on some divine injunction or leading from above, in which case they are usually theocracies, regimes ruled by a priestly class whose authority rests in the will and word of God. Giliad--the futuristic society depicted in The Handmaid's Tale --is Atwood's dystopic projection of such a theocracy, a right-wing, fundamentalist Christian theocracy.
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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 | 0.000 | 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 | 0.008 | 0.004 |
| Scholarly communication | 0.008 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.039 | 0.006 |
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".