{"id":"W4221121132","doi":"10.1038/s41467-022-28958-6","title":"Transition from simple to complex contagion in collective decision-making","year":2022,"lang":"en","type":"article","venue":"Nature Communications","topic":"Opinion Dynamics and Social Influence","field":"Physics and Astronomy","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"International Design Centre; Singapore University of Technology and Design; Agence Nationale de la Recherche; National Research Foundation","keywords":"Pairwise comparison; Computer science; Complex network; Pace; Simple (philosophy); Emotional contagion; Complex system; Collective behavior; Transition (genetics); Topology (electrical circuits); Artificial intelligence; Cognitive psychology; Psychology; Physics; Social psychology; Biology; Mathematics; Sociology","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":[0.0001181265,0.00007103345,0.000119163,0.00008538068,0.0006279545,0.0000322756,0.000548772,0.0000383544,0.0003625894],"category_scores_gemma":[0.00001609067,0.00008596762,0.00005341407,0.0005112813,0.00002526679,0.00005922587,0.000278149,0.0006258853,0.000005681014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001743433,"about_ca_system_score_gemma":0.00007775448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007476148,"about_ca_topic_score_gemma":0.001046536,"domain_scores_codex":[0.9993045,0.0001390718,0.0001729938,0.0001424726,0.000130233,0.0001107271],"domain_scores_gemma":[0.9988803,0.0004474604,0.00005394952,0.0005209001,0.00006472757,0.00003264428],"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":[0.0002753373,0.001788908,0.1517826,0.00000359146,0.0001858483,0.000003127165,0.04019261,0.0337384,0.002365111,0.6674419,0.02646687,0.0757557],"study_design_scores_gemma":[0.001477193,0.0001150722,0.3954186,0.00006637596,0.00002958531,6.289338e-7,0.01347279,0.07471301,0.00002193434,0.3456692,0.1683721,0.0006435873],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9536228,0.0003957785,0.01824768,0.007688541,0.0003240071,0.0009809191,0.003088673,0.00006085531,0.01559072],"genre_scores_gemma":[0.9945953,0.000003165425,0.003764425,0.0009366926,0.0000335457,0.0001409482,0.000505013,0.000009004979,0.0000118845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3217727,"threshold_uncertainty_score":0.4829782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02058807407711973,"score_gpt":0.3437348029595744,"score_spread":0.3231467288824547,"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."}}