{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00115214,0.0001891854,0.0002257747,0.001156098,0.004884701,0.001747896,0.0006804243,0.0004233362,0.004757236],"category_scores_gemma":[0.003463616,0.0001117447,0.000338426,0.001411646,0.001854473,0.0004430989,0.001863506,0.0006478612,0.0001865654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01588914,"about_ca_system_score_gemma":0.01644752,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9531127,"about_ca_topic_score_gemma":0.9758487,"domain_scores_codex":[0.9992657,0.00007659034,0.00001910682,0.00005571295,0.0001584456,0.0004244718],"domain_scores_gemma":[0.998602,0.0001557461,0.0002981291,0.00006011509,0.0003966775,0.00048745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001841056,0.0001094423,0.9264645,0.00005721471,0.00005236855,0.0002952286,0.04019543,0.000373945,0.0004774834,0.003362901,0.002854502,0.02557294],"study_design_scores_gemma":[0.000005242448,0.00003614555,0.9471242,0.00008966095,0.00001545374,0.00004572486,0.04915119,0.0001992811,0.00008836286,0.0002659806,0.002957044,0.00002177618],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934036,0.0001379157,0.00002909839,0.0006480078,0.000008960938,0.000007623661,0.0002419981,0.000002136212,0.005520672],"genre_scores_gemma":[0.9993054,0.00007413801,0.00002271921,0.00004595924,0.00000145485,0.000003186051,0.00006163742,8.498172e-7,0.0004847804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04688728,"threshold_uncertainty_score":0.1152843,"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."}}