{"id":"W2954336081","doi":"10.36939/cjur/vol26no1/art61","title":"The Effect of Labour Market Characteristics on Canadian Immigrant Employment in Precarious Work, 2006-2012","year":2017,"lang":"en","type":"article","venue":"Canadian journal of urban research","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Immigration; Earnings; Census; Metropolitan area; Demographic economics; Work (physics); Wage; American Community Survey; Labour economics; Representation (politics); Economics; Geography; Sociology; Demography; Political science","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.008790704,0.00009383583,0.0002165627,0.00050002,0.001506358,0.0004494449,0.001032321,0.0001183958,0.0003965009],"category_scores_gemma":[0.002946595,0.00006883319,0.00007392021,0.0002864705,0.0005999826,0.0001167975,0.00001529855,0.0006877715,0.00001507918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009623371,"about_ca_system_score_gemma":0.005098421,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8539184,"about_ca_topic_score_gemma":0.9982337,"domain_scores_codex":[0.9969519,0.00119679,0.0003347798,0.0001096376,0.0006358671,0.0007709943],"domain_scores_gemma":[0.9971184,0.0006277504,0.0002137119,0.0003607904,0.000464042,0.001215296],"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":[0.0002740631,0.00001646531,0.8170207,0.00002616637,0.00005225213,0.0004007998,0.0126764,0.000009891097,0.00001006798,0.007041462,0.1420542,0.02041758],"study_design_scores_gemma":[0.0002871875,0.0002138168,0.4715775,0.0001466409,0.000003921473,0.00000167809,0.0005221243,0.00001620745,0.000009893855,0.00007657683,0.5270756,0.00006878891],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9755138,0.0005993862,6.385478e-7,0.0090445,0.0005701895,0.0003504689,0.0001174102,0.000001488833,0.01380216],"genre_scores_gemma":[0.9787408,0.0001912712,0.000004662778,0.00004476037,0.0002520226,0.000005627957,0.000001430159,0.00001151068,0.02074791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3850215,"threshold_uncertainty_score":0.9997935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02951340504419564,"score_gpt":0.3380560207632511,"score_spread":0.3085426157190554,"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."}}