{"id":"W1524466022","doi":"","title":"Immigrant Economic and Social Outcomes in Canada: Research and Data Development at Statistics Canada","year":2008,"lang":"en","type":"preprint","venue":"RePEc: Research Papers in Economics","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immigration; Recession; Official statistics; Economic statistics; Economic growth; Political science; Demographic economics; Economics; Statistics; Law","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":[0.00349936,0.0002426502,0.0005550541,0.0003247968,0.0009851152,0.0001623938,0.0009724842,0.0002593387,0.00006799563],"category_scores_gemma":[0.0004386955,0.0002790487,0.00001346213,0.0001083404,0.0007483033,0.00009664962,0.00247483,0.001375017,0.000001420425],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01784134,"about_ca_system_score_gemma":0.0527443,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9982462,"about_ca_topic_score_gemma":0.999998,"domain_scores_codex":[0.9959571,0.0006209863,0.0007188638,0.0009977287,0.000647263,0.001058104],"domain_scores_gemma":[0.9976218,0.00120362,0.0001439889,0.0005943191,0.0001400293,0.0002962434],"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":[0.0002184013,0.000173739,0.7231464,0.0004156626,0.0002850057,0.0004896323,0.05131138,0.002986694,0.000003690214,0.009667478,0.02289589,0.1884061],"study_design_scores_gemma":[0.00109844,0.00002701488,0.3076348,0.00009139284,0.000005952684,0.000006099513,0.03745352,0.01981935,0.000004169385,0.0006341757,0.6322231,0.001001935],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988746,0.0001240941,7.28285e-7,0.002299541,0.0003060037,0.0007020945,0.00225159,0.000007506619,0.005562455],"genre_scores_gemma":[0.9560733,0.03475048,0.0008313076,0.0001654863,0.0001586276,0.0001196774,0.00107172,0.00005507999,0.00677433],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6093273,"threshold_uncertainty_score":0.9999661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07143908199007931,"score_gpt":0.3638244940989519,"score_spread":0.2923854121088726,"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."}}