{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003552095,0.0003371245,0.0005031787,0.001125555,0.0001865879,0.000116951,0.0003217139,0.0002446926,0.0002642536],"category_scores_gemma":[0.001882125,0.000311989,0.0001068548,0.0005128892,0.00007173428,0.002156167,0.00004810003,0.001211331,0.000004987272],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004011586,"about_ca_system_score_gemma":0.001275425,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2835014,"about_ca_topic_score_gemma":0.9469194,"domain_scores_codex":[0.9948272,0.001651002,0.002133273,0.0002913539,0.0006634066,0.0004337398],"domain_scores_gemma":[0.9957165,0.001243944,0.001512635,0.0001591689,0.001172851,0.0001949177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004586653,0.0003720133,0.9211516,0.00001472595,0.00006405779,0.000008183001,0.03045487,0.001226462,0.003345782,0.03491592,0.003180077,0.00480765],"study_design_scores_gemma":[0.001803565,0.0001937366,0.9121085,0.000957721,0.00002653296,0.00006805496,0.01939543,0.04537433,0.00122228,0.001426373,0.01710453,0.0003189917],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9601786,0.0003944517,0.02397257,0.009135559,0.001594296,0.0005040536,0.00002380062,0.00003169272,0.004164953],"genre_scores_gemma":[0.9932875,0.0009888499,0.002213802,0.001538251,0.0006802763,0.0001369847,0.00032861,0.00003402591,0.0007916936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6634181,"threshold_uncertainty_score":0.9999332,"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."}}