{"id":"W4411277043","doi":"10.1145/3732772.3733518","title":"Byzantine Agreement with Predictions","year":2025,"lang":"en","type":"article","venue":"","topic":"Distributed systems and fault tolerance","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Ministry of Education, India; Ministry of Education - Singapore","keywords":"Byzantine architecture; Computer science; Ancient history; History","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":[0.01230067,0.001411699,0.002562429,0.001349991,0.00470289,0.005568594,0.003132281,0.004461648,0.007221863],"category_scores_gemma":[0.06688805,0.001084992,0.001666829,0.002192849,0.006951809,0.01640126,0.00661986,0.007190853,0.001665817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002689142,"about_ca_system_score_gemma":0.002085544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001889979,"about_ca_topic_score_gemma":0.001170814,"domain_scores_codex":[0.9856665,0.005757327,0.0006824426,0.003035488,0.00291299,0.001945327],"domain_scores_gemma":[0.9268254,0.05255147,0.006133066,0.008905672,0.003968107,0.001616208],"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":[0.000329215,0.0000742823,0.0008042314,0.0001530279,0.00005567808,0.0004459532,0.001008983,0.06244457,0.001787103,0.9175162,0.002914707,0.01246616],"study_design_scores_gemma":[0.00009859912,0.0000646047,0.00009027623,0.00002615566,0.00002650155,0.00009618061,0.0001177239,0.2130702,0.001959873,0.7805378,0.0038758,0.00003629113],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1104997,0.000682165,0.8643518,0.005509551,0.0004889144,0.0001950525,0.0002933882,0.00082691,0.01715252],"genre_scores_gemma":[0.8986219,0.0006402581,0.0830901,0.0007034556,0.0007347081,0.0004088376,0.0003954861,0.0004148165,0.01499064],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01230067,"threshold_uncertainty_score":0.06505293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005039987196480084,"score_gpt":0.2202742899827115,"score_spread":0.2152343027862315,"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."}}