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
Abstract This paper analyzes the Supreme Court of Canada’s decision in R v NS, 2012 SCC 72 where the Court considered if a witness who wears a niqab for religious reasons can be required to remove it while testifying. The Court identified the two Charter rights engaged: the witness’ freedom of religion and the accused’s fair trial rights, including the right to make full answer and defense. This paper focuses on those aspects of the Supreme Court’s decision that relate to religious freedom, multiculturalism and reasonable accommodation. Analyzing the Court’s reasoning through the lens of critical multiculturalism, I consider the potential of the reasonable accommodation framework to forward minority rights. I suggest that had the Supreme Court applied an intersectional framework to adjudicating NS’s claim, it could have crafted a more contextual response based on her location along multiple axes of discrimination: gender, religion and racialised minority. This paper aims to contribute to a better understanding of mediating individual and group tensions, to move towards a more inclusive notion of citizenship than can foster a commitment to a shared multicultural future.
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 | 0.003 | 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 | 0.000 | 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