{"id":"W4416320545","doi":"10.1080/1369183x.2025.2585131","title":"Naturalisation in decline? A cross-national study of recent immigrants in Australia and Canada","year":2025,"lang":"en","type":"article","venue":"Journal of Ethnic and Migration Studies","topic":"Diaspora, migration, transnational identity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Knowledge Mobilization; Engineers Without Borders Canada; Statistics Canada","funders":"Australian Research Council; Immigration, Refugees and Citizenship Canada","keywords":"Naturalisation; Immigration; Deportation; Population; Citizenship","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001478774,0.000289612,0.0006187382,0.001898363,0.007038839,0.002766545,0.001447223,0.0007306099,0.001510805],"category_scores_gemma":[0.003943,0.0003425838,0.000519976,0.005095134,0.001706345,0.001348465,0.003110713,0.001576383,0.0002246716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02072106,"about_ca_system_score_gemma":0.0310317,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9914666,"about_ca_topic_score_gemma":0.9961123,"domain_scores_codex":[0.9986771,0.0001449111,0.00006738196,0.0001976249,0.0003211004,0.0005919106],"domain_scores_gemma":[0.9971223,0.0002080061,0.0004727728,0.0001115524,0.001234604,0.0008508122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007693961,0.000106031,0.9313772,0.00006263151,0.00007332623,0.0002608487,0.05586072,0.00006016628,0.0002413758,0.0005115146,0.001237498,0.01013173],"study_design_scores_gemma":[0.000002101662,0.00002727609,0.9441794,0.00005574069,0.00001773837,0.00006864694,0.05308613,0.00009484985,0.00003424897,0.00004022129,0.002376673,0.00001696974],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976946,0.0004302272,0.00002792418,0.0003289822,0.000008708856,0.00001559459,0.0003119748,0.000001971185,0.001180056],"genre_scores_gemma":[0.9975086,0.0006584545,0.00008484464,0.0002284435,0.000005134614,0.00001925018,0.0004299159,0.000004621771,0.001060745],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02072106,"threshold_uncertainty_score":0.1503425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1460312412596797,"score_gpt":0.4716665541525327,"score_spread":0.325635312892853,"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."}}