{"id":"W4233685873","doi":"10.3138/cpp.37.4.495","title":"Quantifying the Effects of the Provincial Nominee Programs","year":2011,"lang":"en","type":"article","venue":"Canadian Public Policy","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg","funders":"","keywords":"Immigration; Demographic economics; Political science; New immigrants; Economic growth; Geography; Socioeconomics; Economics; 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":[],"consensus_categories":[],"category_scores_codex":[0.0003330155,0.00006138931,0.00006732265,0.0001048161,0.0005592113,0.00007978591,0.0005315472,0.00006936095,0.00005693646],"category_scores_gemma":[0.001279372,0.00003752112,0.0000575918,0.0007293922,0.0003648798,0.0001080355,0.00002212038,0.00009660271,0.000009561451],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002123316,"about_ca_system_score_gemma":0.006114699,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8209806,"about_ca_topic_score_gemma":0.9945405,"domain_scores_codex":[0.9991156,0.0001529142,0.0001079312,0.0000878271,0.0001570729,0.0003785959],"domain_scores_gemma":[0.9992892,0.00004513279,0.00006957369,0.0002259228,0.00008798326,0.0002821973],"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":[5.844748e-7,0.00001261594,0.01606127,0.00001055808,0.000008243745,6.769916e-7,0.02744303,3.821574e-8,0.00001093452,0.9285883,0.001718667,0.02614511],"study_design_scores_gemma":[0.0002211951,0.00004044731,0.09242302,0.00002549072,0.00001665276,0.000001447187,0.004003003,0.0001191806,0.00005724828,0.002241239,0.900658,0.0001930704],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.866348,0.00006001471,0.0000119159,0.02296435,0.0006320047,0.000886189,0.00001830876,0.00004140466,0.1090378],"genre_scores_gemma":[0.9961581,0.000008105279,0.00001877822,0.001380582,0.0002816428,0.00002646408,0.000001699491,0.000006924393,0.002117659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.926347,"threshold_uncertainty_score":0.9995197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04310436916240171,"score_gpt":0.2822208296341531,"score_spread":0.2391164604717514,"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."}}