{"id":"W4391658466","doi":"10.32920/25193474.v1","title":"Exploring Canadian Legal Policies and its Impact on the Status Acquisition Process of Stateless Individuals 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; University of Toronto","funders":"Ryerson University","keywords":"Stateless protocol; Statelessness; Nationality; Refugee; Citizenship; Legal status; Immigration; Political science; Deportation; Population; Law; Sociology; Computer security; Politics; Demography","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":[0.007077742,0.0003232263,0.0006053873,0.003797029,0.0230592,0.0110098,0.003054295,0.001828877,0.00815876],"category_scores_gemma":[0.02554353,0.0004308805,0.0007811047,0.008221069,0.007617395,0.002941677,0.005629582,0.003789347,0.0003567456],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.3334487,"about_ca_system_score_gemma":0.4550245,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9990283,"about_ca_topic_score_gemma":0.9993659,"domain_scores_codex":[0.9905307,0.001070739,0.0002275908,0.0005246566,0.002897721,0.004748676],"domain_scores_gemma":[0.9747541,0.004516332,0.002241631,0.0005608054,0.01200511,0.005922139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003486027,0.0004805751,0.4378098,0.000393343,0.0001504621,0.001077256,0.1430278,0.003308713,0.000675411,0.2637539,0.06862914,0.08034509],"study_design_scores_gemma":[0.00008612471,0.0001066307,0.539071,0.001077744,0.0002413536,0.0001270076,0.2948479,0.00417707,0.0005843996,0.009146881,0.1502986,0.000235248],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8353363,0.002883933,0.0006334641,0.04911787,0.0001574862,0.0002009296,0.002060239,0.00004548952,0.1095642],"genre_scores_gemma":[0.9864885,0.00146972,0.0005176979,0.002139213,0.00001799842,0.00004404282,0.0004668639,0.00002252342,0.008833367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3334487,"threshold_uncertainty_score":0.773105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05247042846883748,"score_gpt":0.3306310043069444,"score_spread":0.2781605758381069,"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."}}