{"id":"W4384433878","doi":"10.1353/ces.2023.a902154","title":"From Temporary Foreign Workers to Permanent Residents: Differences in Transition Rates Among Work Permit Categories","year":2023,"lang":"en","type":"article","venue":"Canadian ethnic studies","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Political science; Immigration; Humanities; Economy; Demographic economics; Ethnology; Geography; Sociology; Economics; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0006704946,0.0001449211,0.0001615895,0.0009586434,0.001160253,0.001068977,0.0006541637,0.0003323998,0.003393387],"category_scores_gemma":[0.003525256,0.0001490265,0.0005830976,0.00123896,0.0004916504,0.0004318338,0.001042868,0.0008425348,0.0004659902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002150171,"about_ca_system_score_gemma":0.005030459,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6714848,"about_ca_topic_score_gemma":0.7874566,"domain_scores_codex":[0.9993343,0.00006302415,0.00004988707,0.0001388839,0.0001357971,0.0002781079],"domain_scores_gemma":[0.9980651,0.000214686,0.0005702353,0.00008904428,0.0004487484,0.000612215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006273642,0.00002263745,0.9943917,0.00001111802,0.00001728633,0.00005985415,0.001118412,0.00007294646,0.00007228429,0.00008932593,0.0005802821,0.003501378],"study_design_scores_gemma":[0.000001922469,0.00001619021,0.995286,0.00002799472,0.000007556431,0.00004484864,0.003792975,0.0002390784,0.00004258135,0.00003353244,0.0005009081,0.000006392147],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979675,0.0001306819,0.00008376379,0.0001438444,0.00001027974,0.00001411442,0.0008634905,0.000006633738,0.0007797487],"genre_scores_gemma":[0.9980044,0.0001251099,0.00007072705,0.00003398551,0.000002785697,0.00001030509,0.0009445355,0.000004201342,0.0008039707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3285152,"threshold_uncertainty_score":0.6608998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.103159364118985,"score_gpt":0.3595030359959292,"score_spread":0.2563436718769442,"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."}}