Religious-based discrimination in the commercial context on the basis of sexual orientation: A comparative perspective
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
This paper considers how three jurisdictions, Canada, the United States and the United Kingdom, have sought to reconcile freedom of religion with equality rights, particularly in the commercial context, and particularly in relation to sexual orientation. The recent decisions of the United Kingdom Supreme Court and United States Supreme Court form the backdrop for that discussion. It is argued that the former made piecemeal, and misleading, use of American case law, and a fuller consideration of that jurisdiction’s position was warranted, and would have led to a different view of the recent American decision. It argues that the United Kingdom Supreme Court was in error in viewing a message on a cake ordered from a baker as an example of the baker's expression, leading it to an incorrect conclusion at odds with statutory mandates in the commercial sphere around refusals of service. Both high court decisions risk undermining progress on the equality front.
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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 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| 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