{"id":"W2281289292","doi":"10.1371/journal.pone.0153334","title":"Institutions and Cultural Diversity: Effects of Democratic and Propaganda Processes on Local Convergence and Global Diversity","year":2016,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Opinion Dynamics and Social Influence","field":"Physics and Astronomy","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Homophily; Diversity (politics); Convergence (economics); Cultural diversity; Democracy; Loyalty; Population; Political science; Sociology; Political economy; Social science; Economics; Law; Economic growth","routes":{"ca_aff":true,"ca_fund":false,"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":[0.006167495,0.0003618773,0.0006142135,0.00131502,0.001255017,0.003731483,0.000770708,0.001114337,0.00641345],"category_scores_gemma":[0.03651129,0.0002249048,0.0008342048,0.001303221,0.004216665,0.003894368,0.004975155,0.001572732,0.0002818239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001475181,"about_ca_system_score_gemma":0.0009695621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003177364,"about_ca_topic_score_gemma":0.002669857,"domain_scores_codex":[0.994662,0.003609889,0.0001616307,0.0004190503,0.0004759661,0.0006714716],"domain_scores_gemma":[0.943628,0.03810388,0.008941956,0.00316664,0.001831567,0.004328039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001425852,0.001679233,0.7736901,0.0003512861,0.0008965072,0.0008336804,0.0135156,0.04330073,0.004130449,0.098793,0.0006087151,0.06077486],"study_design_scores_gemma":[0.0002665228,0.001144933,0.8292208,0.0002356735,0.0005570312,0.0003386747,0.01532611,0.04548833,0.003115918,0.1008654,0.003311546,0.00012904],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9790414,0.0001973285,0.00301605,0.0005334371,0.000009816285,0.00002518168,0.00002948071,0.00001559628,0.01713166],"genre_scores_gemma":[0.9993823,0.00003737788,0.0002869982,0.00002221068,0.000006307867,0.000009333498,0.000006734975,0.000003071741,0.0002455988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00641345,"threshold_uncertainty_score":0.03261727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02645873542200054,"score_gpt":0.2362838910230707,"score_spread":0.2098251556010702,"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."}}