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
For more than two decades Islamic veils, niqabs, burkinis, forced and arranged marriages, polygamy and Sharia rules concerning women have been the object of intense public scrutiny and legal regulations in many Western countries, especially in Europe, and feminists have been actively engaged on both sides of the debates. In Feminist Trouble, Eléonore Lépinard draws on extended fieldwork with numerous women’s organizations in France and Quebec. Giving voice to women of color, Lépinard dissects hierarchies of privilege in feminist politics, grappling with Islam and Islamic veiling debates to understand how these changes have transformed contemporary feminist movements, intersectional politics, and the feminist collective subject. A critical look at feminism, its divisions, and its future, Feminist Trouble argues that feminism should not be centered around an identity—women—but should instead focus on a feminist ethic of responsibility that requires women to prioritize their ethical responsibility to the feminist project
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 | 0.001 | 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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.943 | 0.926 |
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