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 late 2003, the Canadian media reported that the Islamic Institute of Civil Justice would start offering arbitration in family disputes in accordance with both Islamic legal principles and Ontario's Arbitration Act of 1991. A vociferous two-year debate ensued on the introduction of “Sharia law” in Ontario. This article analyzes representations of Muslim women's agency that came to the fore in this debate by examining reports in three Canadian newspapers. The debate demonstrated two notions of agency. The predominant perspective conceptualized Muslim women's agency as their ability to resist domination, tying secularization to agency. A second strain of the debate portrayed agency as embedded in intersecting social forces of domination and subordination. The first perspective homogenized diverse Muslim communities, fostering the gendered racialization of these communities. Understanding agency as embedded, by contrast, enabled conceptualizations of Muslim women as agentic religious subjects.
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 | 0.002 | 0.000 |
| 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