{"id":"W4360762753","doi":"10.3934/math.2023619","title":"Effects of network topology and trait distribution on collective decision making","year":2023,"lang":"en","type":"article","venue":"AIMS Mathematics","topic":"Opinion Dynamics and Social Influence","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Simon Fraser University","funders":"","keywords":"Trait; Simple (philosophy); Collective behavior; Group decision-making; Collective intelligence; Computer science; Microeconomics; Social psychology; Economics; Psychology; Sociology; Artificial intelligence","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":[0.001510141,0.0001550075,0.0002643129,0.0004844287,0.0004982454,0.0007968776,0.0003667556,0.0004915616,0.001716774],"category_scores_gemma":[0.01201767,0.000150324,0.0003049236,0.0002162727,0.001002764,0.0008825315,0.000545399,0.0005418091,0.0001155072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008060717,"about_ca_system_score_gemma":0.0002462202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001767231,"about_ca_topic_score_gemma":0.00173459,"domain_scores_codex":[0.9994943,0.000305882,0.00001390982,0.00007306362,0.00004916036,0.00006362727],"domain_scores_gemma":[0.9903319,0.007002147,0.001392824,0.0005510313,0.000288036,0.0004340014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004730241,0.0002641502,0.04924577,0.0000934585,0.0001557957,0.0007262217,0.000791979,0.7496352,0.02039347,0.1560121,0.001562493,0.02064616],"study_design_scores_gemma":[0.00004317203,0.0001417303,0.01966769,0.00001377238,0.00003201271,0.0001192479,0.0002286782,0.9307445,0.001858662,0.04668177,0.000436176,0.00003265637],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9819506,0.00004203571,0.01574497,0.0003504172,0.00001100328,0.0000135078,0.0000546273,0.00003181366,0.001800972],"genre_scores_gemma":[0.9987954,0.00002128386,0.0009386352,0.000009793539,0.000002439584,0.000006712808,0.0000147538,0.000003748003,0.0002073337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001767231,"threshold_uncertainty_score":0.007986486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008624972061656041,"score_gpt":0.2843957424082437,"score_spread":0.2757707703465876,"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."}}