{"id":"W3003919673","doi":"10.1177/0197918319901263","title":"Immigration System, Labor Market Structures, and Overeducation of High-Skilled Immigrants in the United States and Canada","year":2020,"lang":"en","type":"article","venue":"International Migration Review","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Statistics Canada","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Science Foundation","keywords":"Immigration; Economics; Labour economics; Residence; Operationalization; Context (archaeology); Demographic economics; Immigration policy; Political science; Geography","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":[0.001271371,0.0002671731,0.0004972324,0.002364623,0.0008960501,0.001417294,0.0006404509,0.0005060058,0.001370139],"category_scores_gemma":[0.001923002,0.0001417544,0.0006142653,0.005019832,0.0006957156,0.0002835685,0.0004656769,0.0005349572,0.0001125535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007341596,"about_ca_system_score_gemma":0.02663473,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9247761,"about_ca_topic_score_gemma":0.9570031,"domain_scores_codex":[0.999539,0.00006104874,0.00004037539,0.00004379239,0.000188471,0.0001273141],"domain_scores_gemma":[0.9989825,0.0001980773,0.0002105604,0.00001436836,0.0004405792,0.0001538351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006100871,0.0002300275,0.3084099,0.02073668,0.001061173,0.0006664324,0.003637024,0.0007016878,0.0004238676,0.005578741,0.02797722,0.6299672],"study_design_scores_gemma":[0.00003838508,0.0001423191,0.8991685,0.01330248,0.001004001,0.0003576005,0.004128915,0.0002101672,0.0001539635,0.0004302916,0.08101133,0.00005206474],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.05234379,0.9402665,0.00004364191,0.001574157,0.0001463483,0.000022538,0.0006484346,0.000003327978,0.004951296],"genre_scores_gemma":[0.1577434,0.8397619,0.0001230781,0.0004533677,0.00009704797,0.00001478317,0.0007248034,0.00000257441,0.001078988],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07522392,"threshold_uncertainty_score":0.1513338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008442299466725308,"score_gpt":0.2686361659152488,"score_spread":0.2601938664485235,"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."}}