{"id":"W2170948517","doi":"10.25336/p6t03k","title":"Does occupational status matter? Examining immigrants’ employment in their intended occupations","year":2011,"lang":"en","type":"article","venue":"Canadian Studies in Population","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Immigration; Earnings; Matching (statistics); Demographic economics; Occupational prestige; Population; Psychology; Sociology; Economics; Political science; Socioeconomic status; Demography; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002304201,0.0001778138,0.0003694874,0.001125158,0.00199972,0.0017871,0.0006488959,0.0006727159,0.00313915],"category_scores_gemma":[0.008886294,0.0001377053,0.0004036281,0.001809809,0.001307203,0.0007443886,0.0008885611,0.000554649,0.0002541658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002072028,"about_ca_system_score_gemma":0.005404877,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5915957,"about_ca_topic_score_gemma":0.7700506,"domain_scores_codex":[0.998847,0.0003008043,0.00006041511,0.000125516,0.0002543209,0.0004119015],"domain_scores_gemma":[0.9964615,0.001033586,0.001020342,0.000149231,0.0004940673,0.0008413526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005994807,0.000032435,0.9934174,0.00001003716,0.00003467216,0.00004825474,0.002070105,0.00005517795,0.00008510391,0.0003436863,0.0001481123,0.003695036],"study_design_scores_gemma":[0.00000429864,0.00003757342,0.9901726,0.00003165252,0.00002688724,0.00002846108,0.008920527,0.000167719,0.00004614357,0.0001426477,0.000415868,0.000005620037],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976706,0.000193889,0.00003789829,0.0002999508,0.000007057564,0.000004850297,0.00009561646,6.507169e-7,0.001689397],"genre_scores_gemma":[0.9993363,0.0001287959,0.00002597085,0.00003678765,0.000003122316,0.000002094707,0.00007319001,6.845801e-7,0.0003931009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5915957,"threshold_uncertainty_score":0.8216189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.114511710200502,"score_gpt":0.3521798554750867,"score_spread":0.2376681452745847,"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."}}