{"id":"W7019960058","doi":"","title":"Immigration Systems in Transition: Lessons for U.S. Immigration Reform from Australia and Canada","year":2020,"lang":"en","type":"report","venue":"Issue Lab (Candid)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immigration; Bureaucracy; Immigration policy; Politics; Immigration reform; Political system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000594379,0.0007231574,0.001264257,0.0002714619,0.0001797739,0.00023294,0.0002524336,0.0007453281,0.0001175075],"category_scores_gemma":[0.00008509224,0.0007352708,0.0001364419,0.0004266803,0.00006358815,0.0003392706,0.00003073777,0.0006057716,0.00007690889],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005726607,"about_ca_system_score_gemma":0.003409852,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9970112,"about_ca_topic_score_gemma":0.998816,"domain_scores_codex":[0.9955978,0.0001529363,0.001251391,0.001095716,0.001302508,0.00059961],"domain_scores_gemma":[0.9978134,0.0001002709,0.0007597196,0.0005321932,0.0004921912,0.0003022056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008355412,0.000146297,0.001511529,0.003580483,0.0008098323,0.000430478,0.005261979,0.0004245465,0.007036248,0.000682294,0.9777189,0.001561826],"study_design_scores_gemma":[0.001743354,0.0001672602,0.006257804,0.001327187,0.0005397747,0.00006305307,0.002818906,0.001757546,0.001094655,0.00008301379,0.9829614,0.001186074],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5607864,0.03496986,0.001814709,0.06630476,0.02351139,0.02698959,0.2657366,0.001663974,0.0182227],"genre_scores_gemma":[0.9657623,0.0007555266,0.0001239087,0.00007032608,0.002694303,0.000751159,0.02514238,0.000281578,0.00441857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4049758,"threshold_uncertainty_score":0.9995098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04582508299270378,"score_gpt":0.308743050405749,"score_spread":0.2629179674130452,"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."}}