Gender, Sexual Orientation, and the One-Year Refugee Bar: A Computational Study of Bill C-12 and Canadian Refugee Adjudication

arXiv:2610.30297v1 Announce Type: new Abstract: In March 2026, Bill C-12 amended the Immigration and Refugee Protection Act to make refugee claims ineligible for referral to the Refugee Protection Division where they are made more than one year after the claimant's first entry to Canada. Affected claimants are diverted to a Pre-Removal Risk Assessment (PRRA), which is typically decided by an immigration officer on a paper record, with no guaranteed oral hearing, no appeal on the merits, and no automatic stay of removal pending judicial review. The government defended the bar partly on the premise that genuine refugees claim promptly. Critics countered that late claims are concentrated among vulnerable groups, particularly people fleeing persecution based on gender, sexual orientation, gender identity, or gender expression (SOGIE). This article tests those competing premises. Using artificial intelligence tools, checked through human review, it examines nearly 29,000 published decisions of the Refugee Protection Division, the Refugee Appeal Division, and the Federal Court from 2006 to 2025. The results of this study demonstrate that, first, while most claimants claim within a year, roughly one in nine in the published record does not, and gender and SOGIE claims are significantly overrepresented among these late claims. Second, among late claims, refusals of gender and SOGIE claims are more likely than refusals of other claims to be overturned on appeal or judicial review. Late claims on other grounds, by contrast, fare somewhat worse on review than timely claims. The one-ye

Study finds one-year refugee bar disproportionately affects vulnerable groups, removing safeguards.

The one-year refugee claim bar disproportionately impacts vulnerable groups like those fleeing persecution based on gender and sexual orientation. These groups have more successful appeals when allowed hearings, but the bar removes these protections, increasing risk of wrongful removals without due process. Evidence is based on analysis of 29,000 decisions, giving a solid basis for societal harm assessment.

This is primarily a policy critique of a refugee law using AI as an analytical tool, not a claim about AI's societal impact. The AI application itself (document analysis aiding legal/policy research) is a mild positive use case, but the substantive content concerns immigration law, not AI's broader implications for humanity.

The study, using AI tools, demonstrates that a Canadian immigration policy change (Bill C-12) will disproportionately harm vulnerable refugee claimants. Specifically, it shows that late claims, which are now ineligible for a full hearing and appeal, are overrepresented by gender and SOGIE claims, which had previously relied heavily on appeals to correct initial negative decisions. This directly implies a significant negative outcome for human flourishing among these groups.

Bill C-12 disproportionately affects vulnerable groups, removing crucial safeguards. The AI analysis shows that late claims, which are often from gender and SOGIE groups, are more likely to be overturned on appeal, indicating that the one-year bar may wrongly deny protection to genuine refugees.

SOURCE     arXiv cs.CY (Computers and Society) (tier 1)
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DOCUMENT   62982a2d-f2d1-4b48-bb5f-ac8dd287a73a
           https://arxiv.org/abs/2610.30297
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EVIDENCE   3 extracted excerpts
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MODEL RUN  5 runs, methodology 1.0.1
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SCORE      -48  (Adverse)
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CONFIDENCE 64%