{"id":"W1566306869","doi":"10.1109/icedeg.2015.7114456","title":"The road to democracy: modeling and analysis of an election big data","year":2015,"lang":"en","type":"article","venue":"","topic":"Opinion Dynamics and Social Influence","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Big data; Data science; Computer science; Raw data; Cloud computing; Analytics; Business intelligence; Variety (cybernetics); Presentation (obstetrics); Social media; Business model; Data analysis; Predictive analytics; Sentiment analysis; Business value; Politics; World Wide Web; Knowledge management; Political science; Data mining; Artificial intelligence; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002191367,0.00003711451,0.00008056057,0.000034511,0.00009793097,0.00004652247,0.0001387886,0.00001009918,0.000003316638],"category_scores_gemma":[0.000006546621,0.0000261027,0.00001750571,0.0002717613,0.00001175764,0.00009706541,0.00007984652,0.00002961798,9.617194e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000046521,"about_ca_system_score_gemma":0.00002906559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0038363,"about_ca_topic_score_gemma":0.0003726778,"domain_scores_codex":[0.9996242,0.00001814463,0.0001032647,0.0001128175,0.00007097619,0.00007060073],"domain_scores_gemma":[0.9995632,0.00001176077,0.00002778109,0.0002595327,0.00007303902,0.00006470341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003073719,0.00009591362,0.07000431,0.000001800278,0.0008356494,8.962027e-8,0.001206227,0.09670115,0.0003291149,0.06825715,0.0002320946,0.7623058],"study_design_scores_gemma":[0.00004571529,0.00001463187,0.002467347,7.364399e-7,0.00005790111,1.328015e-8,0.0005809681,0.9918754,0.00001145791,0.00465246,0.0002540949,0.00003925184],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8914426,0.00001167168,0.1065619,0.000303641,0.00006222932,0.00004442729,0.00002853382,0.000005860465,0.001539093],"genre_scores_gemma":[0.9992061,0.000002449425,0.0005368774,0.00002829384,0.00007114906,0.000001313024,0.00005507691,0.000002516363,0.00009619794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8951743,"threshold_uncertainty_score":0.5799364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06443799746607759,"score_gpt":0.3299243509606852,"score_spread":0.2654863534946076,"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."}}