{"id":"W4415222651","doi":"10.1109/cns66487.2025.11194172","title":"Logic, Belief Propagation and Misinformation","year":2025,"lang":"en","type":"article","venue":"","topic":"Bayesian Modeling and Causal Inference","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"British Columbia Institute of Technology","funders":"","keywords":"Misinformation; Set (abstract data type); False accusation; Social media; Belief revision","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":[0.00009806168,0.00003552207,0.00003492355,0.00004440742,0.00005671612,0.0001144494,0.0001186831,0.00002424071,0.00000336079],"category_scores_gemma":[0.00001284045,0.00002804657,0.000006657915,0.0001267217,0.0000108688,0.0003508301,0.0000566136,0.00003256288,0.00001614841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007218248,"about_ca_system_score_gemma":0.0000262299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009442917,"about_ca_topic_score_gemma":0.000001761066,"domain_scores_codex":[0.9997053,0.00000822673,0.00008347169,0.00008894536,0.00005245436,0.00006159874],"domain_scores_gemma":[0.9997973,0.00001265184,0.00001586906,0.0001137886,0.00004328895,0.00001704822],"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":[4.618269e-7,0.000004424983,0.00005318673,0.000006763376,0.000001157015,1.06591e-7,0.00008418549,0.00002907792,0.000137311,0.8648852,0.0005733108,0.1342249],"study_design_scores_gemma":[0.0001254135,0.00002798762,0.001578183,0.00002062351,0.00000183623,0.000002808494,0.00001837239,0.7853739,0.003165673,0.2083011,0.001306534,0.00007759846],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001940332,0.00004040705,0.9507808,0.002378506,0.00005848074,0.00004509969,9.597585e-8,0.0001059497,0.04465033],"genre_scores_gemma":[0.9388591,0.00001533974,0.05879261,0.001355372,0.00000568903,0.000003671885,0.000001164821,5.901778e-7,0.0009664849],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9369187,"threshold_uncertainty_score":0.1143706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01177066497719671,"score_gpt":0.2513444273219008,"score_spread":0.2395737623447041,"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."}}