{"id":"W4285465158","doi":"10.32920/ryerson.14636424","title":"Tracking immigrant professionals' experience in Manitoba's labour market","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Labor Movements and Unions","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immigration; Settlement (finance); Workforce; Market integration; Agency (philosophy); Tracking (education); Labour economics; Business; Political science; Economic growth; Economics; Sociology; Finance; Payment","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009632477,0.0002141583,0.000202041,0.001060618,0.005597906,0.002385778,0.0006559588,0.0005539229,0.002101078],"category_scores_gemma":[0.001919775,0.0002231745,0.0001316246,0.001666616,0.001392282,0.000837315,0.003565149,0.0008177566,0.0002794757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006446954,"about_ca_system_score_gemma":0.01045113,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.732742,"about_ca_topic_score_gemma":0.8877475,"domain_scores_codex":[0.9995198,0.0001198988,0.00001413028,0.00004238808,0.00007353805,0.0002301597],"domain_scores_gemma":[0.9991814,0.0001235626,0.0001211666,0.00002105966,0.000221202,0.000331544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00006217331,0.00009992327,0.4052047,0.00005952352,0.000009004973,0.0008044394,0.5756704,0.00005799746,0.001433569,0.0008885495,0.001300549,0.01440913],"study_design_scores_gemma":[0.000003010961,0.00005095671,0.2862995,0.00008039608,0.000005394709,0.0001500269,0.7055714,0.0001013483,0.0001375089,0.00007121394,0.007517388,0.00001182351],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977897,0.00006626003,0.00002702435,0.0002865105,0.000004216564,0.00001009127,0.00005552032,0.000001819353,0.001758829],"genre_scores_gemma":[0.9951337,0.0004664998,0.0001706366,0.0002242455,0.000004631741,0.00003382066,0.0001406434,0.000004198127,0.003821666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.267258,"threshold_uncertainty_score":0.5376638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0406721798775334,"score_gpt":0.348269025826606,"score_spread":0.3075968459490726,"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."}}