{"id":"W4206374407","doi":"10.1017/psa.2021.25","title":"Diversity, Trust, and Conformity: A Simulation Study","year":2022,"lang":"en","type":"article","venue":"Philosophy of Science","topic":"Opinion Dynamics and Social Influence","field":"Physics and Astronomy","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Conformity; Diversity (politics); Normative; Social psychology; Demographics; Ethnic group; Cognition; Psychology; Task (project management); Homogeneous; Group (periodic table); Cultural diversity; Cognitive psychology; Sociology; Epistemology; Mathematics; Demography; 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0002761587,0.00004063362,0.00007182667,0.00006103071,0.001638895,0.0000143161,0.0002126741,0.000003141967,0.00005471897],"category_scores_gemma":[0.000003783635,0.00004313857,0.00001849979,0.0002839096,0.0003840238,0.000188132,0.001123757,0.00005868126,5.717511e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001422767,"about_ca_system_score_gemma":0.00003773442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002115979,"about_ca_topic_score_gemma":3.218065e-7,"domain_scores_codex":[0.9993782,0.00001228592,0.00008491894,0.0001329979,0.0003068724,0.00008472179],"domain_scores_gemma":[0.9997365,0.00002101364,0.00006687523,0.00008631639,0.00005154937,0.00003774323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000008271309,0.0002286586,0.7938344,0.000002922081,0.00000843847,3.133241e-7,0.006948529,0.006605703,0.00007214593,0.1902003,0.000001328287,0.00208897],"study_design_scores_gemma":[0.001122882,0.0006306791,0.4220577,0.00000608158,0.00002422251,3.488902e-7,0.01050242,0.1071552,0.00005234405,0.4579293,0.0002147848,0.0003039858],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924286,0.000004467923,0.000120496,0.0001109024,0.00007817228,0.0001315525,0.00001789604,0.000005280542,0.007102609],"genre_scores_gemma":[0.9998956,1.580069e-7,0.00002368638,0.00002679547,0.00002881391,0.000003797834,6.909361e-7,0.000001406096,0.00001905432],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3717767,"threshold_uncertainty_score":0.9996608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03079845465390089,"score_gpt":0.2964014735757567,"score_spread":0.2656030189218558,"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."}}