{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000105602,0.00006599871,0.0001507471,0.00001852711,0.00009421141,0.00001244479,0.00004892752,0.00003326535,0.00001157695],"category_scores_gemma":[0.00003072254,0.00005990801,0.00003774221,0.0002017674,0.00004366443,0.00002088511,0.00003660784,0.00005715633,0.000007960602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001431721,"about_ca_system_score_gemma":0.00001648438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005527391,"about_ca_topic_score_gemma":7.663555e-7,"domain_scores_codex":[0.9995555,0.00001633582,0.0001396517,0.00008832877,0.00007537447,0.000124813],"domain_scores_gemma":[0.9991211,0.0006747482,0.00008541282,0.00007099003,0.00002794824,0.00001984324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001494305,0.0001143952,0.002805871,0.0001033595,0.00005765355,0.000001573608,0.00188666,0.0008815195,0.00009212884,0.9724953,0.00158396,0.01996262],"study_design_scores_gemma":[0.0003238713,0.0001210393,0.02146234,0.0002931384,0.00002274547,3.154497e-7,0.0003797254,0.01987273,0.0002057842,0.9570576,0.0001445014,0.0001162254],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9536752,0.00001045232,0.04445356,0.00003842244,0.0001485502,0.0001879839,0.00003545321,0.00002042823,0.001430003],"genre_scores_gemma":[0.9987112,0.00000453022,0.001081554,0.00001361719,0.00006861245,0.00001256133,0.00001289311,0.000006758311,0.00008829319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04503603,"threshold_uncertainty_score":0.2442978,"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."}}