Bibliographic record
Abstract
Abstract Some North American societies, especially Canada and the United States, are experiencing increasing numbers of Muslim citizens, and those communities have grown and become more integrated into the two societies. Predictably, they have sought the right to practice their faith in ways similar to how other minority religions are treated within the relatively open societies in which they reside. However, tragic events such as the destruction of the World Trade Center has led to considerable animus toward Muslims within the two societies, thus impeding efforts to seek more acceptance of Islamic practices, such as when settling domestic disputes involving divorce, child custody, and inheritance. Controversies have erupted in both the United States and Canada over efforts to allow arbitration in the area of domestic affairs for Muslims. A number of scholars have addressed this topic, often using previously accepted treatments of Jewish minorities as a model. The pros and cons of such an approach have been presented, leading to the conclusion from many of those scholars that allowing, within certain limits, recognition of Muslim practices within the domestic relations area would be beneficial both to the societies at large and to the Muslim citizens residing within them.
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How this classification was reachedexpand
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".