{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009095745,0.0001564414,0.0002356615,0.0009476755,0.002594343,0.001229019,0.0003806908,0.0002355411,0.004335642],"category_scores_gemma":[0.004034122,0.00006880236,0.0002094289,0.001401864,0.0006709631,0.0005770122,0.001791145,0.0005523138,0.0003997056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004548067,"about_ca_system_score_gemma":0.008027403,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.841141,"about_ca_topic_score_gemma":0.909136,"domain_scores_codex":[0.9992104,0.00009955993,0.00003802621,0.00007847275,0.0002308141,0.0003427817],"domain_scores_gemma":[0.996832,0.0001208272,0.0006515151,0.00009751359,0.001278835,0.001019292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002659311,0.0001907868,0.9027529,0.0001188429,0.00007338313,0.0004430719,0.01967122,0.0003749908,0.0003768755,0.002332624,0.008610912,0.06478833],"study_design_scores_gemma":[0.000005940232,0.00008324719,0.9847196,0.0000591807,0.00001532926,0.00006619478,0.01041527,0.000231653,0.00009963632,0.00021877,0.004069455,0.00001564046],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882761,0.0002325333,0.00005910744,0.0009651326,0.00002886389,0.00001741737,0.00043333,0.000007763204,0.009979757],"genre_scores_gemma":[0.9965158,0.0001204064,0.00005106102,0.0001222099,0.000005360202,0.00000778245,0.0002198853,0.0000029796,0.002954478],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.158859,"threshold_uncertainty_score":0.3195891,"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."}}