{"id":"W4387527949","doi":"10.32920/24280147","title":"Precarity, Opportunity, and Adaptation: Recently Arrived Immigrant and Refugee Experiences Navigating the Canadian Labour Market","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Refugee; Immigration; Precarity; Population; Earnings; Restructuring; Political science; Demographic economics; Labour economics; Economics; Sociology; Demography","routes":{"ca_aff":true,"ca_fund":false,"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":[0.002624563,0.0005365653,0.0007849808,0.001409249,0.02819392,0.007716047,0.002497657,0.001928306,0.004566641],"category_scores_gemma":[0.003919758,0.0005668633,0.0005733542,0.002092344,0.00865744,0.003157038,0.0090809,0.004980079,0.0003291298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02811217,"about_ca_system_score_gemma":0.05459496,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9413921,"about_ca_topic_score_gemma":0.9809036,"domain_scores_codex":[0.9978071,0.0004103563,0.00005805011,0.0001496979,0.000489476,0.001085316],"domain_scores_gemma":[0.9983965,0.0001830172,0.0001433764,0.0000475638,0.0003201657,0.0009093576],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005139461,0.00005553606,0.02448417,0.00009313384,0.00001608502,0.001310728,0.9575498,0.00003715669,0.0002774903,0.002255953,0.004328599,0.009540039],"study_design_scores_gemma":[0.000003303669,0.00002572072,0.01317526,0.0001410565,0.00000787342,0.0003424287,0.9720761,0.00003787215,0.00002588735,0.0002073174,0.0139227,0.00003448108],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9776291,0.003145454,0.0001127085,0.007124961,0.000189759,0.00005937292,0.0001834448,0.000008527848,0.01154671],"genre_scores_gemma":[0.9909667,0.00251959,0.0001839046,0.001833468,0.00002252272,0.00002697249,0.0001077092,0.00001421661,0.00432476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05860788,"threshold_uncertainty_score":0.203969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1549487265069895,"score_gpt":0.4084183926267059,"score_spread":0.2534696661197164,"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."}}