{"id":"W4411385120","doi":"10.1111/labr.12293","title":"Immigrant Gaps in Job Quality: Canadian Immigrant Women's Resilience to Automation","year":2025,"lang":"en","type":"article","venue":"Labour","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Immigration, Refugees and Citizenship Canada","keywords":"Immigration; Resilience (materials science); Demographic economics; Quality (philosophy); Business; Labour economics; Political science; Economics","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0008543526,0.0001357421,0.0002726327,0.0003913173,0.0006104904,0.00001241017,0.0001929532,0.0001108906,0.0002585459],"category_scores_gemma":[0.000393684,0.0001227,0.00002951981,0.0008121101,0.00002471292,0.00008098814,0.00008756576,0.0002818221,0.0003293712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007082585,"about_ca_system_score_gemma":0.0005105259,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6534207,"about_ca_topic_score_gemma":0.9076064,"domain_scores_codex":[0.9979604,0.0003312872,0.0004946748,0.0002716999,0.0001739992,0.0007679368],"domain_scores_gemma":[0.9991512,0.0002010241,0.00006536946,0.0002791003,0.0001109412,0.0001924177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006338578,0.00002904988,0.8415907,0.0002956653,0.00002624475,0.00001851323,0.04438817,0.00001294288,0.0004845516,0.0960213,0.01369406,0.003375416],"study_design_scores_gemma":[0.0004096323,0.00002328613,0.8651699,0.0002717538,0.00000298157,8.598658e-8,0.01436677,0.000007352205,0.00002053716,0.002438894,0.1171633,0.0001255085],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9454243,0.0001621562,0.00002898281,0.04243784,0.0005913996,0.0006261097,0.00004514004,0.00008746254,0.01059664],"genre_scores_gemma":[0.961441,0.00004808966,0.0000686373,0.007806745,0.00006302235,0.0003809389,0.000005991311,0.00001005418,0.03017548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2541856,"threshold_uncertainty_score":0.5003561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02154531232748112,"score_gpt":0.384827733365211,"score_spread":0.3632824210377298,"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."}}