Bibliographic record
Abstract
In the past twenty years Quebec women writers, including Aline Chamberland, Claire Dé, Suzanne Jacob, and Hélène Rioux, have created female characters who are fascinated with bold sexual actions and language, cruelty, and violence, at times culminating in infanticide and serial killing. Paula Ruth Gilbert argues that these Quebec feminist writers are "re-framing" gender. Violence and the Female Imagination explores whether these imagined women are striking out at an external other or harming themselves through acts of self-destruction and depression. Gilbert examines the degree to which women are imitating men in the outward direction of their anger and hostility and suggests that such "tough" women may be mocking men in their "macho" exploits of sexuality and violence. She illustrates the ways in which Quebec female authors are "feminizing" violence or re-envisioning gender in North American culture. Gilbert bridges methodological gaps and integrates history, sociology, literary theory, feminist theory, and other disciplinary approaches to provide a framework for the discussion of important ethical and aesthetic questions.
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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 | 0.001 |
| 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 | 0.041 |
| Scholarly communication | 0.007 | 0.002 |
| 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".