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
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.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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