{"id":"W7128645897","doi":"10.26180/4975922.v1","title":"Recent Canadian immigration developments","year":2017,"lang":"","type":"article","venue":"Monash University","topic":"Canadian Identity and History","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immigration; Government (linguistics); Population; Immigration policy","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002664408,0.0001064771,0.0001335859,0.0009435253,0.01675509,0.0009521734,0.0008521042,0.0002029496,0.003182819],"category_scores_gemma":[0.00007858218,0.0001915006,0.00007348583,0.0001989671,0.0009293685,0.0008259629,0.00009840631,0.0001725678,0.0008885602],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.008920543,"about_ca_system_score_gemma":0.01006621,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9978557,"about_ca_topic_score_gemma":0.9999573,"domain_scores_codex":[0.9987531,0.00009370642,0.00009890545,0.0003028263,0.0002830383,0.0004684661],"domain_scores_gemma":[0.9984348,0.00001004354,0.0001714739,0.0003819157,0.0001727485,0.0008290033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005587535,0.000100435,0.02919815,0.00002361074,0.00016118,0.0008277327,0.05620858,0.000004178182,0.00002203538,0.04962576,0.3781286,0.4856438],"study_design_scores_gemma":[0.0001782643,0.00000743643,0.1393181,0.00001498061,0.00002702339,3.310423e-7,0.003399258,0.000008670647,0.000001935819,0.00006030611,0.8567932,0.0001904818],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09185152,0.0002443833,0.00000656544,0.01217078,0.002485759,0.0002236726,0.0001410616,0.00002120843,0.892855],"genre_scores_gemma":[0.7648135,0.01378354,0.00004455786,0.0001823687,0.0001526648,1.72877e-7,0.00001465956,0.000007704229,0.2210009],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.672962,"threshold_uncertainty_score":0.9998894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01618915062646546,"score_gpt":0.1973883606616526,"score_spread":0.1811992100351872,"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."}}