{"id":"W4415630226","doi":"10.32920/30389143.v2","title":"Getting It Right the First Time: Exploring the False Economy of Bill C-12's Refugee Process Shortcuts","year":2025,"lang":"","type":"preprint","venue":"","topic":"International Law and Aviation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Refugee; Immigration; Parliament; Government (linguistics); Process (computing); Work (physics); Judicial review","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02701789,0.0002546131,0.0008257732,0.002484369,0.004416841,0.01039537,0.002516757,0.003395379,0.0103669],"category_scores_gemma":[0.1593213,0.0004765018,0.0009507681,0.00321647,0.006660698,0.008862253,0.003024504,0.004821565,0.001031489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00910792,"about_ca_system_score_gemma":0.006690199,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02973262,"about_ca_topic_score_gemma":0.0283432,"domain_scores_codex":[0.9823063,0.01019097,0.0005021056,0.001514922,0.003589275,0.001896402],"domain_scores_gemma":[0.8319736,0.1398362,0.01274599,0.006921837,0.006938284,0.001584159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005605428,0.0003798225,0.07890938,0.0002393437,0.0002114942,0.0008970156,0.005963875,0.02999635,0.0004551057,0.7579547,0.02937869,0.09505371],"study_design_scores_gemma":[0.0003703265,0.0003963664,0.08672239,0.0007207855,0.0004925043,0.0005784112,0.02240075,0.1547177,0.003630392,0.6516852,0.0780206,0.0002645681],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7601289,0.001744018,0.04001182,0.08101638,0.0002478961,0.0002354314,0.0009391441,0.0002240381,0.1154524],"genre_scores_gemma":[0.9864825,0.0002823185,0.005746681,0.00263107,0.00009118208,0.0000561145,0.0001602831,0.00007567577,0.004474192],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9702674,"threshold_uncertainty_score":0.142886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03316102351893421,"score_gpt":0.3009959420346122,"score_spread":0.267834918515678,"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."}}