{"id":"W4247473813","doi":"10.1109/asonam.2016.7752406","title":"Stability of certainty and opinion in influence networks","year":2016,"lang":"en","type":"article","venue":"2016 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM)","topic":"Opinion Dynamics and Social Influence","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Certainty; Stability (learning theory); Computer science; Mathematics; Machine learning","routes":{"ca_aff":true,"ca_fund":true,"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":[0.004932948,0.001182231,0.001580911,0.001677552,0.002003616,0.004336504,0.002548211,0.002093675,0.008128345],"category_scores_gemma":[0.04987828,0.0008160609,0.001703165,0.001427917,0.00351665,0.00927425,0.003893384,0.002960874,0.001160533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003916313,"about_ca_system_score_gemma":0.001525221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005324192,"about_ca_topic_score_gemma":0.002538736,"domain_scores_codex":[0.994989,0.001761405,0.0002090635,0.001134964,0.001334495,0.0005709571],"domain_scores_gemma":[0.9684573,0.02392165,0.002582176,0.002113207,0.001902068,0.00102365],"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":[0.0004278347,0.00005015515,0.001990236,0.0001777454,0.0000812658,0.0001613135,0.0009913457,0.2499416,0.002581953,0.7075407,0.002247471,0.03380838],"study_design_scores_gemma":[0.00003832417,0.00005391513,0.0003176731,0.00002263223,0.00002406403,0.0000670915,0.0001203555,0.6084588,0.00127991,0.3868593,0.002727491,0.00003045502],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06051045,0.0006677079,0.9252495,0.001286809,0.00006604455,0.0001141546,0.0002651396,0.0005785396,0.01126172],"genre_scores_gemma":[0.8964717,0.001012328,0.09353334,0.0002547206,0.0002593532,0.0003424763,0.0004421073,0.0002182049,0.007465817],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008128345,"threshold_uncertainty_score":0.02841496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02325247948999082,"score_gpt":0.32577372762214,"score_spread":0.3025212481321492,"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."}}