{"id":"W3217506591","doi":"10.1111/imig.12940","title":"Australia’s superior skilled migration outcomes compared with Canada’s","year":2021,"lang":"en","type":"article","venue":"International Migration","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"Australian Research Council","keywords":"Earnings; Government (linguistics); Credential; Census; Political science; Demographic economics; Immigration; Development economics; Economic growth; Economics; Population; Sociology; Demography; Finance","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001470447,0.0001219506,0.0001379898,0.00006252004,0.0002414427,0.0002057292,0.0001699711,0.00006651243,0.001354653],"category_scores_gemma":[0.0002173288,0.0001108992,0.00004869013,0.0002100098,0.0000608128,0.0003361775,0.00001388541,0.00009606448,0.00002695582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004275755,"about_ca_system_score_gemma":0.001274532,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6052756,"about_ca_topic_score_gemma":0.9992571,"domain_scores_codex":[0.9984619,0.000116758,0.0002614519,0.0002292505,0.0007501646,0.000180474],"domain_scores_gemma":[0.9988788,0.00007999942,0.0001069488,0.0001325903,0.0007003904,0.0001012521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001229399,0.0003377193,0.7276738,0.00001343622,0.0003165158,0.0001319623,0.03227445,0.003690578,0.002438364,0.1645234,0.06709097,0.001385854],"study_design_scores_gemma":[0.0009429059,0.00002620371,0.2002117,0.00003564488,0.00003600069,0.00001197173,0.01183363,0.005535577,0.001027722,0.0002846207,0.7796569,0.0003970985],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9527431,0.00001491281,0.00107647,0.03907857,0.0008319556,0.0001641707,0.00006286822,0.00005819317,0.005969774],"genre_scores_gemma":[0.9618788,0.00004449632,0.0008217273,0.0007759934,0.000173521,0.00002243729,0.0005052675,0.000009120885,0.03576864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7125659,"threshold_uncertainty_score":0.9995583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02178119432351881,"score_gpt":0.3080408560154191,"score_spread":0.2862596616919003,"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."}}