{"id":"W4380729404","doi":"10.1177/01979183231162628","title":"A Citizen Just Like You: The Role of Complex Contagion and Resemblance for Decisions to Naturalize","year":2023,"lang":"en","type":"article","venue":"International Migration Review","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Social Sciences and Humanities Research Council of Canada; Canada Research Chairs","keywords":"Naturalization; Citizenship; Immigration; Proxy (statistics); Sociology; Social identity theory; Social psychology; Political science; Psychology; Social group; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.00366362,0.0001831583,0.0004774703,0.001057267,0.0009260001,0.001919212,0.0005883308,0.001039629,0.001896635],"category_scores_gemma":[0.009284236,0.0001481183,0.0004748343,0.001106962,0.003649708,0.002129761,0.001187383,0.001150847,0.0001410954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001290171,"about_ca_system_score_gemma":0.001426998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008473276,"about_ca_topic_score_gemma":0.0144378,"domain_scores_codex":[0.9982558,0.001272048,0.00006528166,0.0001505555,0.0001407073,0.0001155631],"domain_scores_gemma":[0.9948213,0.003504279,0.0008847645,0.0001651815,0.0003183285,0.0003061414],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000427385,0.0002609691,0.1089869,0.006841725,0.0008158252,0.001156139,0.04484493,0.00150439,0.0006977037,0.1613417,0.008097505,0.6650249],"study_design_scores_gemma":[0.0001180158,0.0006742371,0.5529776,0.01640846,0.001104145,0.002284921,0.06320516,0.002536621,0.0005921077,0.1323593,0.2275658,0.0001737178],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3766596,0.5576459,0.002188077,0.0307925,0.0004125834,0.00005454962,0.00007750876,0.00001512932,0.03215416],"genre_scores_gemma":[0.8094831,0.1869697,0.0007666827,0.001163834,0.000252687,0.00002713979,0.00005096627,0.000007036233,0.001278828],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008473276,"threshold_uncertainty_score":0.01937526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07213693930882721,"score_gpt":0.4091416053097275,"score_spread":0.3370046660009003,"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."}}