{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01040935,0.001296424,0.001187266,0.00515655,0.001911189,0.00641385,0.00298264,0.004446857,0.004967583],"category_scores_gemma":[0.03357419,0.0008787622,0.001832222,0.004801377,0.01266592,0.01385066,0.003134359,0.005535887,0.0006133667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005572429,"about_ca_system_score_gemma":0.001996711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006894763,"about_ca_topic_score_gemma":0.003934054,"domain_scores_codex":[0.9922284,0.004037973,0.0005307332,0.001054997,0.001742436,0.0004053967],"domain_scores_gemma":[0.9569708,0.03369085,0.004010322,0.002411255,0.00220859,0.0007081671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002370005,0.00001669684,0.0004687049,0.0001100281,0.00004872512,0.0001582852,0.0004938215,0.0132774,0.0001021618,0.9762695,0.0007618697,0.008269146],"study_design_scores_gemma":[0.00001095271,0.000008874688,0.00008454525,0.00003581226,0.00001784152,0.00006924516,0.00007114503,0.02435053,0.0001176021,0.9728177,0.002401184,0.0000145055],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01390678,0.003521206,0.9453869,0.01403425,0.0003016471,0.0001187155,0.0002845801,0.0002902162,0.02215566],"genre_scores_gemma":[0.719979,0.005488762,0.2606587,0.002418306,0.001135745,0.0003878559,0.0003670119,0.0001100717,0.009454485],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01040935,"threshold_uncertainty_score":0.05505061,"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."}}