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
Canadians have, as of late, been faced with such controversial clash of rights issues as the 2004 Ontario faith-based arbitration debate, the more recently proposed Quebec Charter of Values, as well as the ongoing hijab and niqab debates that continue to garner their collective attention. In the case of the Ontario faith-based arbitration debates, while the issue related to all religious traditions, the ensuing narrative around the case focused heavily on the Islamic faith alone, often symbolized by the “repressed” Muslim woman. The emerging sense is that the underlying objective, emblematic of these types of measures, continues to be a “saving” of the desolate Muslim woman against her patriarchal, aggressive husband whilst at the same time protecting esteemed “secular” values. Naturally, this stance begs whether or not the Canadian Muslim woman indeed needs “saving” and whether or not these “secular” societal values offer the best route to salvation.
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 | 0.002 |
| 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