{"id":"W2401965054","doi":"","title":"FASTER AGREEMENT VIA A SPECTRAL METHOD FOR DETECTING MALICIOUS BEHAVIOR","year":2014,"lang":"en","type":"article","venue":"","topic":"Distributed systems and fault tolerance","field":"Computer Science","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Computation; Asynchronous communication; Scheduling (production processes); Blacklist; Parallel computing; Algorithm; Mathematics; Computer network; Mathematical optimization","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":[0.00345278,0.0009836489,0.001094441,0.002601826,0.0009162831,0.001219765,0.001360686,0.001151562,0.002348393],"category_scores_gemma":[0.01677901,0.0004379734,0.0006436055,0.0009726811,0.002464895,0.00269445,0.001950474,0.001716658,0.0008038005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001056774,"about_ca_system_score_gemma":0.00136356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001060586,"about_ca_topic_score_gemma":0.0008407299,"domain_scores_codex":[0.9953993,0.002033317,0.0001800451,0.0006841255,0.0013548,0.0003484641],"domain_scores_gemma":[0.9848598,0.008030022,0.001920389,0.002221944,0.002473595,0.0004942699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001008009,0.000414413,0.005422628,0.0002313805,0.0001547713,0.0002781664,0.000561171,0.5035141,0.0465167,0.2245576,0.003524887,0.2138161],"study_design_scores_gemma":[0.00001166993,0.0000332868,0.00009919167,0.000005405988,0.00000419455,0.00002721826,0.00001522688,0.975901,0.002493958,0.02111038,0.0002889522,0.000009516494],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02142054,0.00005429678,0.9766369,0.0001346144,0.00003372773,0.00005770092,0.00002250993,0.0006868134,0.00095291],"genre_scores_gemma":[0.6781015,0.0000745482,0.3193966,0.0001479994,0.0000816208,0.0001654129,0.00008896448,0.0001756387,0.00176774],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00345278,"threshold_uncertainty_score":0.01826024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01777608224115237,"score_gpt":0.2871726591001916,"score_spread":0.2693965768590392,"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."}}