{"id":"W7106800875","doi":"10.25318/36280001202501100001-eng","title":"Source country matters: Citizenship trends among recent immigrants in Australia and Canada","year":2025,"lang":"fr","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Migration, Refugees, and Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Naturalization; Citizenship; Immigration; Politics; Naturalisation; Affect (linguistics); Cohesion (chemistry)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"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":[0.0005741614,0.0001755386,0.0002524843,0.002115756,0.002583989,0.001677224,0.0009117519,0.0003771427,0.002305462],"category_scores_gemma":[0.002279067,0.0001382011,0.0003805506,0.003758539,0.0008033901,0.000782922,0.00171168,0.0007845725,0.0002352789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009811466,"about_ca_system_score_gemma":0.01374595,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9841114,"about_ca_topic_score_gemma":0.9945053,"domain_scores_codex":[0.9995518,0.00003728592,0.00003065556,0.00006823914,0.0001153913,0.0001966666],"domain_scores_gemma":[0.9979011,0.0001196203,0.0004629696,0.00006183333,0.0008079218,0.000646481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004717817,0.00002995711,0.9875103,0.00002658715,0.00002959887,0.00008098254,0.004961925,0.00005751132,0.0001128011,0.0002346257,0.0008788086,0.006029814],"study_design_scores_gemma":[0.000001243787,0.00001170089,0.9907232,0.0000286971,0.000009319561,0.00003553596,0.008169721,0.00009281577,0.00003382009,0.0000180788,0.0008669904,0.00000883496],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964666,0.0002254653,0.00001955009,0.0002438045,0.000004781825,0.000009177843,0.001372292,0.000003867535,0.001654454],"genre_scores_gemma":[0.9974329,0.0003316896,0.00005300503,0.00005136332,0.00000330152,0.000007667455,0.0009145336,0.000003993884,0.001201518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01588857,"threshold_uncertainty_score":0.07118744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1481229573872443,"score_gpt":0.512061146409418,"score_spread":0.3639381890221737,"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."}}