{"id":"W4391637178","doi":"10.32920/25193513","title":"LGBTQ+ Claimants and the Refugee Determination Process in Canada","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Migration, Refugees, and Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Ryerson University","keywords":"Sexual orientation; Transgender; Refugee; Human rights; Lesbian; Persecution; Gender identity; Queer; Refugee law; Political science; Identity (music); Sexual identity; Gender studies; Criminology; Psychology; Sociology; Law; Human sexuality; Politics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005691272,0.0002670484,0.0004733832,0.001845954,0.03674161,0.007201445,0.002586985,0.002666506,0.007484593],"category_scores_gemma":[0.02021931,0.0004511304,0.0003777985,0.003748279,0.008891784,0.001488723,0.007990183,0.005198001,0.0003013148],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1431822,"about_ca_system_score_gemma":0.2640769,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9946681,"about_ca_topic_score_gemma":0.9979012,"domain_scores_codex":[0.9936916,0.001223736,0.0001952352,0.0003934796,0.001403925,0.003092053],"domain_scores_gemma":[0.9851292,0.003512438,0.001638259,0.0003852049,0.003805229,0.005529669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004067971,0.0004642261,0.261414,0.0006644075,0.0001036987,0.006180297,0.4712641,0.0007199507,0.0007591778,0.08359631,0.07667651,0.09775046],"study_design_scores_gemma":[0.00005221827,0.00008508524,0.212342,0.001521567,0.00009421329,0.0007884149,0.6891571,0.0008353816,0.0005063,0.004669508,0.08977751,0.0001707288],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.886095,0.004810989,0.000253873,0.05685943,0.0002254374,0.0001440979,0.0003896959,0.00001392972,0.0512075],"genre_scores_gemma":[0.987194,0.00271632,0.0002192394,0.003526485,0.0000229154,0.00002559091,0.0001260038,0.00001032756,0.006158986],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1431822,"threshold_uncertainty_score":0.9937872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01212686824682337,"score_gpt":0.3071608262319184,"score_spread":0.295033957985095,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}