{"id":"W2995539083","doi":"10.1051/proc/202067016","title":"Opinion propagation on social networks: a mathematical standpoint","year":2020,"lang":"en","type":"article","venue":"ESAIM Proceedings and Surveys","topic":"Opinion Dynamics and Social Influence","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Discretization; Computer science; Stability (learning theory); Nonlinear system; Metric (unit); Partial differential equation; Mathematics; Applied mathematics; Theoretical computer science; Mathematical analysis; Machine learning; Physics","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":[0.0004452466,0.000127389,0.0001809149,0.00001640946,0.0002219247,0.0001461631,0.0000710036,0.0000486231,0.00008467399],"category_scores_gemma":[0.00001823503,0.0001128983,0.00005190133,0.0001329709,0.00005252107,0.0001214897,0.00004174607,0.0001650436,0.00001557204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001144855,"about_ca_system_score_gemma":0.00001648808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001178669,"about_ca_topic_score_gemma":1.793787e-7,"domain_scores_codex":[0.9992225,0.00002774909,0.0001896323,0.0002237655,0.00015165,0.0001846694],"domain_scores_gemma":[0.9996678,0.00002937634,0.00008602066,0.00002554491,0.00008578051,0.0001055389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003983748,0.0001126374,0.02276313,0.0000797047,0.00004578445,3.794194e-7,0.003282286,0.00003891518,0.0001788781,0.938534,0.002386147,0.03253825],"study_design_scores_gemma":[0.005296141,0.00174091,0.2427515,0.0004662538,0.00007558097,0.000002778585,0.0101113,0.5674334,0.0006555881,0.148852,0.01976689,0.002847734],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8829997,0.00004158319,0.08189698,0.005830161,0.0002684448,0.0006531989,0.00005944329,0.0001492954,0.02810127],"genre_scores_gemma":[0.998886,0.000007581386,0.00011739,0.0001883381,0.0007065117,0.00001699469,0.00001849451,0.00001462097,0.00004408507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.789682,"threshold_uncertainty_score":0.4603857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03187757853703892,"score_gpt":0.275514589645791,"score_spread":0.2436370111087521,"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."}}