Challenges to Assessing Same-Sex Relationships under Refugee Law in Canada
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 article suggests that there are reasons to be concerned about the way relationship history impacts credibility assessments for refugee claims based on sexual orientation. Decision makers’ written assessments often reveal insufficient consideration of the psychosocial barriers that may impinge on sexual minority refugees’ ability to testify on their relationships. The multinational and multicultural setting of refugee-status proceedings poses unique challenges for sexual minority refugee claimants in having their membership in a particular social group established. Understanding and expressing sexual identity spans cultural divides, and therefore, a claimant’s expressed identity may not match the decision maker’s expectations. Notions of love and intimacy may also be culturally construed, and therefore expectations of how these notions manifest in long-term relationships may be inappropriate in the context of refugee status determination. This article emphasizes that implausibility findings concerning claimants’ relationships should be made cautiously. Decision makers should not assume that sexual minorities in countries in which homosexuality is stigmatized or criminalized are devoid of the volition to have same-sex partners. Nor should they assume that sexual minority refugees are necessarily willing to embrace same-sex relationships soon after arriving in Canada. Evaluating same-sex relationships according to the Cass Staged-Identity model can lead to persistent doubts about claimants’ credibility. In sum, this article attempts to canvass the potential pitfalls of Canadian adjudication methods in cases of sexual minority refugee claimants, and to propose recommendations for evaluating testimony and evidence of these relationships.
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 | 0.002 | 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 | 0.001 |
| 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