Legalizing Sexuality: Canadian Refugee Law, Queer Bodies & the National Imaginary
Bibliographic record
Abstract
Contemporary discourse on queer refugees expose continued systematic criminalization, discrimination and persecution that is reinforced through notions of inclusion and exclusion.The fear of persecution contributes to asylum seekers moving across political boundaries and confronting borders protecting the national imaginary of the state.This project explores the relationship between law and identity as it pertains to sexual orientation-based refugee claims in Canada.The theoretical frameworks of critical queer theory, critical feminist theory, and homonationalism illuminate the ways in which queer identities and practices are legally categorized to construct and protect the national imaginary.Fundamental flaws within the refugee apparatus coincide with assumed categories of sexual orientation and gender in legislation and case law, revealing interwoven relations of power.Through law, the state defines the space of habitation where layers of identity categories establish exclusion.Those excluded from the national imaginary are vulnerable to
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.005 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.033 | 0.024 |
| Scholarly communication | 0.014 | 0.004 |
| Open science | 0.003 | 0.005 |
| Research integrity | 0.005 | 0.006 |
| Insufficient payload (model declined to judge) | 0.009 | 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 source (direct Gemma or distilled Codex), 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".