{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000656857,0.00006010415,0.0001249032,0.00006847882,0.0001816687,0.0000493597,0.0002357048,0.00003144062,0.0001120918],"category_scores_gemma":[0.001230612,0.00004395623,0.00006381107,0.00037835,0.00005770589,0.00008869247,0.00003323608,0.00004420214,0.00002855342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003199346,"about_ca_system_score_gemma":0.00004744537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004797328,"about_ca_topic_score_gemma":0.01597888,"domain_scores_codex":[0.9991006,0.00009192191,0.0002631841,0.0001314497,0.0003158289,0.00009707348],"domain_scores_gemma":[0.998887,0.0004064053,0.0001145383,0.0001047737,0.0004361387,0.00005117039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005362811,0.0000386061,0.0017449,0.0001211914,0.0000621944,6.976106e-7,0.01225479,0.00007950565,0.002107952,0.5446196,0.3155232,0.1233938],"study_design_scores_gemma":[0.00009636311,0.00001445577,0.003408844,0.000338111,0.00001253194,5.888315e-7,0.001355029,0.003208468,0.00001093692,0.002202391,0.989296,0.00005624043],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3561707,0.04089697,0.006722135,0.5638487,0.002325662,0.007913105,0.00108805,0.0003729289,0.02066172],"genre_scores_gemma":[0.8526799,0.1252036,0.001466854,0.01005362,0.0003005195,0.000370525,0.0003875375,0.00001612958,0.009521338],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6737729,"threshold_uncertainty_score":0.8916593,"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."}}