{"id":"W2158854072","doi":"10.3138/cpp.39.supplement1.s141","title":"Canada’s Immigration Selection System and Labour Market Outcomes","year":2013,"lang":"fr","type":"article","venue":"Canadian Public Policy","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; McMaster University","funders":"","keywords":"Humanities; Political science; Immigration; Ethnology; Sociology; Art; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003345684,0.0001924486,0.0002024248,0.0003703705,0.0007998532,0.0005355728,0.0001829968,0.0002312867,0.002297092],"category_scores_gemma":[0.0003036564,0.0002098493,0.00003851239,0.001071906,0.0001693537,0.0007040995,0.00001409521,0.0001728942,0.00008168386],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.005019106,"about_ca_system_score_gemma":0.03594398,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9999539,"about_ca_topic_score_gemma":0.9999962,"domain_scores_codex":[0.9980403,0.0003018177,0.0002734368,0.0002571237,0.0002809151,0.0008464715],"domain_scores_gemma":[0.9977012,0.00005855132,0.000114336,0.0001501749,0.0003339422,0.001641806],"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":[2.600525e-7,0.000004368902,0.01922189,0.0000352747,0.00002556767,0.000001916887,0.001003469,0.000001508447,0.000001439161,0.6931095,0.2720222,0.01457265],"study_design_scores_gemma":[0.0001065507,0.000008762129,0.1432498,0.00001461375,0.000009321594,0.000009038316,0.003718324,0.006170455,3.525394e-7,0.0002573289,0.8462512,0.0002042779],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3007745,0.0006966841,0.00004147991,0.6146366,0.001482979,0.000572963,0.0005744324,0.00006775858,0.08115265],"genre_scores_gemma":[0.7900814,0.0001315903,0.00003649112,0.00701675,0.0005373122,0.00002950517,0.00002179434,0.0000159162,0.2021293],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6928521,"threshold_uncertainty_score":0.9988005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007840781900479122,"score_gpt":0.2294977218891513,"score_spread":0.2216569399886722,"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."}}