{"id":"W2955115881","doi":"10.1177/1088868319855783","title":"Are Collectivistic Cultures More Prone to Rapid Transformation? Computational Models of Cross-Cultural Differences, Social Network Structure, Dynamic Social Influence, and Cultural Change","year":2019,"lang":"en","type":"article","venue":"Personality and Social Psychology Review","topic":"Opinion Dynamics and Social Influence","field":"Physics and Astronomy","cited_by":77,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Collectivism; Social psychology; Psychology; Cultural diversity; Public opinion; Social network (sociolinguistics); Consolidation (business); Social influence; Sociology; Individualism; Social media; Political science; Law; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001951716,0.0002518507,0.0007042626,0.00002546245,0.0007493718,0.00009459609,0.0001471063,0.0001498996,0.00008991492],"category_scores_gemma":[0.000006089676,0.0002145231,0.0001610113,0.0002584716,0.0005522403,0.00039841,0.00004194832,0.0002725614,0.000002442099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003007661,"about_ca_system_score_gemma":0.00003203639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008942531,"about_ca_topic_score_gemma":0.00002079793,"domain_scores_codex":[0.9985107,0.0001729868,0.0004261919,0.0003536831,0.0002341851,0.0003023118],"domain_scores_gemma":[0.9991308,0.00003636624,0.0003585023,0.00005671272,0.0003514169,0.00006622913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0004157261,0.0005535148,0.3711469,0.007665808,0.001217332,0.000001693986,0.1479631,0.0004563515,0.00009261935,0.4238496,0.005332138,0.04130516],"study_design_scores_gemma":[0.0007501448,0.00005013674,0.9711543,0.000228991,0.00007445298,0.000002042327,0.001161664,0.0006296928,1.33466e-7,0.02481167,0.0008008738,0.0003358643],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917765,0.002007396,0.0001208293,0.003679636,0.0001175712,0.0009142766,0.000735483,0.00001703993,0.0006312295],"genre_scores_gemma":[0.9966437,0.000350163,0.0000865432,0.002289158,0.0003017542,0.00007279265,0.0002045719,0.00001044238,0.00004088947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6000074,"threshold_uncertainty_score":0.8747997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05611708829895834,"score_gpt":0.4049725518762413,"score_spread":0.348855463577283,"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."}}