{"id":"W2553873793","doi":"10.32920/ryerson.14636424.v1","title":"Tracking immigrant professionals' experience in Manitoba's labour market","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immigration; Settlement (finance); Workforce; Agency (philosophy); Market integration; 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":[0.0009441507,0.000221724,0.0002102035,0.001034188,0.005397897,0.00242245,0.0006381892,0.0005474269,0.001985188],"category_scores_gemma":[0.001861174,0.0002182369,0.0001362466,0.001650284,0.001360366,0.000857169,0.003485883,0.0008176913,0.0002750034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006305556,"about_ca_system_score_gemma":0.01016501,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7192883,"about_ca_topic_score_gemma":0.8796291,"domain_scores_codex":[0.9995436,0.0001166201,0.00001340157,0.00003981399,0.00006769483,0.0002189066],"domain_scores_gemma":[0.9992386,0.000116893,0.0001100066,0.00001968458,0.0002041557,0.0003106463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00006235389,0.0001034527,0.4187109,0.0000578198,0.000009642995,0.0008015443,0.5626709,0.00006498933,0.001391549,0.0009181096,0.001278984,0.01392965],"study_design_scores_gemma":[0.000002990856,0.00004996206,0.2961271,0.00007708291,0.000005469018,0.0001427837,0.6963809,0.000112846,0.0001330527,0.00007835019,0.006877041,0.00001244174],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979982,0.00006184018,0.00002588675,0.000267489,0.000003962029,0.000009485831,0.00005307156,0.000001629708,0.001578438],"genre_scores_gemma":[0.995774,0.0004275247,0.0001508798,0.0001985192,0.000004266917,0.00003167864,0.0001306051,0.000003778657,0.003278718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2807117,"threshold_uncertainty_score":0.5647296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03567227998970582,"score_gpt":0.3466377553600657,"score_spread":0.3109654753703599,"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."}}