{"id":"W1600717849","doi":"","title":"Troubling Patterns in Canadian Refugee Adjudication","year":2008,"lang":"en","type":"article","venue":"York University Digital Library (York University)","topic":"Judicial and Constitutional Studies","field":"Social Sciences","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Refugee; Adjudication; Immigration; Political science; Appeal; Law; Refugee law; Legislation; Criminology; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00003993413,0.0001273683,0.0001589383,0.0006380221,0.001429474,0.00007644892,0.0005145955,0.0001250982,0.0001668371],"category_scores_gemma":[0.00002643031,0.0001711886,0.00009505788,0.001576127,0.0005391298,0.002450283,0.0001290117,0.0001666193,0.0001176916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005195331,"about_ca_system_score_gemma":0.001420102,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2376677,"about_ca_topic_score_gemma":0.2945453,"domain_scores_codex":[0.998835,0.00007771188,0.00009321298,0.0002892184,0.0002298324,0.0004750776],"domain_scores_gemma":[0.9993273,0.00006854579,0.00006072327,0.0001192612,0.00003239237,0.0003917622],"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":[0.00006083136,0.00006157631,0.5973883,0.000002908973,0.00002986352,0.0006221976,0.001658917,0.0000285375,6.986128e-7,0.3957244,0.003462028,0.000959797],"study_design_scores_gemma":[0.0003646724,0.00002011423,0.05548786,0.0000347044,0.00001064,0.00000251801,0.01135887,0.000004772794,0.000002561584,0.0007874355,0.9316927,0.0002331294],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4249783,0.00006515709,0.00004139925,0.002042243,0.0001104668,0.0001408639,0.0002226248,0.0001582037,0.5722407],"genre_scores_gemma":[0.9837841,0.0002988408,0.00004753675,0.0001282033,0.00009625415,6.39837e-8,0.00008984641,0.000006672391,0.01554844],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9282307,"threshold_uncertainty_score":0.9998705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02184454622439672,"score_gpt":0.1878477647357107,"score_spread":0.166003218511314,"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."}}