{"id":"W1535106651","doi":"10.1111/j.1468-2435.2010.00602.x","title":"Voluntary Association Involvement and Immigrant Network Diversity","year":2010,"lang":"en","type":"article","venue":"International Migration","topic":"Social Capital and Networks","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Immigration; Interpersonal ties; Neighbourhood (mathematics); Voluntary association; Homogeneous; Diversity (politics); Ethnic group; Association (psychology); Demographic economics; Economic geography; Strong ties; Sociology; Social psychology; Political science; Geography; Psychology; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005891359,0.00005781068,0.00005953896,0.00003052876,0.0006558999,0.00008551002,0.0001275494,0.0001130772,0.0001939425],"category_scores_gemma":[0.0001473185,0.00006145172,0.00003940439,0.00009140446,0.00005694072,0.0002941215,0.0000938017,0.000154689,0.0000245102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001474093,"about_ca_system_score_gemma":0.00002910646,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01347709,"about_ca_topic_score_gemma":0.1574786,"domain_scores_codex":[0.9991308,0.00005206124,0.0001111552,0.0001305501,0.0004241763,0.0001512838],"domain_scores_gemma":[0.9995268,0.0001140159,0.00009811473,0.00004250446,0.0001576339,0.00006094496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000025885,0.00004921757,0.8809962,0.000001586917,0.00005838424,0.000001642964,0.03164564,0.00002671831,0.0003533092,0.05233635,0.02782912,0.006675931],"study_design_scores_gemma":[0.000408412,0.00003643479,0.6969843,0.00001416847,0.00003293676,5.99024e-7,0.004441307,0.0009579201,0.00008563516,0.03441687,0.2623797,0.0002417145],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837765,0.00005340458,0.0001165871,0.007226875,0.002743745,0.0001203444,0.000006732692,0.0000504833,0.005905322],"genre_scores_gemma":[0.9949933,0.000193276,0.0001953757,0.0005132196,0.002144091,0.000008157478,0.00003985534,0.000003519607,0.001909256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2345506,"threshold_uncertainty_score":0.9930922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009538267424388753,"score_gpt":0.2478908340605341,"score_spread":0.2383525666361454,"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."}}