{"id":"W6992210306","doi":"","title":"Labour Market Outcomes for Skilled Worker Immigrants and Non-Immigrants in Canada","year":2021,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Linguistics, Language Diversity, and Identity","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immigration; Educational attainment; Wage; Work (physics); Higher education; Work experience","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002196867,0.0002934212,0.0004649664,0.0002615807,0.0003753594,0.0003924872,0.0003893682,0.00009326397,0.0002702542],"category_scores_gemma":[0.0006778977,0.0003213291,0.000123725,0.0001280485,0.0001043416,0.0006910023,0.0002949089,0.0002937677,0.00002254986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003222454,"about_ca_system_score_gemma":0.0004171244,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1672496,"about_ca_topic_score_gemma":0.9959171,"domain_scores_codex":[0.9983011,0.0001221449,0.0002617934,0.0005098198,0.0002995029,0.0005056364],"domain_scores_gemma":[0.9983605,0.000184466,0.000131631,0.0003341188,0.0007904212,0.0001989194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008867167,0.00007353469,0.9937811,0.000101895,0.0001079299,0.0006133345,0.004871195,0.000001193191,0.000003304513,0.0001644336,0.00006471682,0.0001286583],"study_design_scores_gemma":[0.002099119,0.00002154066,0.9704755,0.000134813,0.00009534362,0.000001866072,0.01941795,6.924089e-7,0.00006901343,0.0001237408,0.007162799,0.0003976452],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954426,0.0001454733,0.00001621582,0.00009480187,0.003161005,0.000275596,0.0004142454,0.00003548552,0.0004145602],"genre_scores_gemma":[0.9541261,0.00006826723,0.0000188734,0.0006944342,0.0005478935,0.0000013533,0.00003918191,0.00002807986,0.04447581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8286675,"threshold_uncertainty_score":0.9999239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04533642953215181,"score_gpt":0.2623626674251287,"score_spread":0.2170262378929769,"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."}}