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
<JATS1:p>This book offers readers a concise introduction to Atwood's published novels and the central themes motivating her writing. The volume starts with an overview of the author's biography and the relationship of her writing to relevant literary traditions. Because Atwood is internationally renowned, many commentaries ignore the Canadian roots of her work. Cooke corrects this oversight by sketching the ways in which her work is shaped by, and has shaped, the Canadian literary scene. As the author of a full-length Atwood biography, Cooke is able to summarize feminist, Canadian nationalist, and postmodern influences on Atwood's work and on her development as a writer. The book offers close scrutiny of three illustrative works:Cat's Eyeas the artist novel,The Handmaid's Taleas a dystopian novel, andThe Blind Assassinas a villainess novel.</JATS1:p> <JATS1:p>This book extends the dialogue surrounding Atwood's work in several important ways. As a book written by a Canadian about a Canadian writer, it illustrates how readings of Atwood's work can be significantly enriched through attention to the Canadian literary and cultural context. Noting that Atwood's work not only entertains but also challenges and disturbs, it argues that all of Atwood's novels can be read as satires that expose society's double standards. By locating the beginnings of satire as far back as Atwood's first published novel, and tracing it in Atwood's later novels as the impulse behind challenges to character (in the artist novels), setting (in the dystopic fiction), and plot (in the villainess novels), this study provides a startlingly original interpretation ofThe Blind Assassinand new insights into the earlier novels.</JATS1:p>
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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 it