{"id":"W1528864841","doi":"10.1007/s12134-012-0237-5","title":"Working In a Regulated Occupation in Canada: An Immigrant–Native Born Comparison","year":2012,"lang":"en","type":"article","venue":"Journal of International Migration and Integration / Revue de l integration et de la migration internationale","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":43,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Immigration; Census; Latin Americans; Native-Born; Demographic economics; Geography; Demography; Sociology; Political science; Population; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009101216,0.0005813623,0.0009282243,0.003007135,0.01269709,0.003731501,0.002210281,0.001586491,0.00461703],"category_scores_gemma":[0.002217019,0.0003928654,0.001125154,0.006547985,0.001697002,0.001173907,0.003243902,0.002059759,0.0006039842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02747631,"about_ca_system_score_gemma":0.0394626,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9849,"about_ca_topic_score_gemma":0.9942281,"domain_scores_codex":[0.9980776,0.0001481702,0.00008217951,0.0001501258,0.0003653414,0.001176436],"domain_scores_gemma":[0.9959785,0.0002309517,0.0003614497,0.00005725545,0.001534118,0.00183777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001162585,0.001195047,0.9532617,0.00008149543,0.0001396087,0.001741859,0.02738378,0.0001616311,0.0006981461,0.001005036,0.001796095,0.01137292],"study_design_scores_gemma":[0.00004242253,0.0002938437,0.8890573,0.00006925002,0.00007688691,0.000215434,0.1081621,0.0002409604,0.00008744367,0.0001008003,0.00160338,0.00004999359],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967942,0.0002564931,0.00002042383,0.0001836471,0.00001871112,0.00002783161,0.0002764645,0.000001798094,0.002420592],"genre_scores_gemma":[0.9971496,0.0003366649,0.00003561452,0.0001613752,0.000007370157,0.00001612977,0.0003802183,0.000004937507,0.001908102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02747631,"threshold_uncertainty_score":0.1993555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05080633098358996,"score_gpt":0.3940234614196063,"score_spread":0.3432171304360164,"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."}}