{"id":"W2070390154","doi":"10.1109/acc.2012.6314875","title":"Characterization of link failures in multi-agent systems under the agreement protocol","year":2012,"lang":"en","type":"article","venue":"","topic":"Distributed Control Multi-Agent Systems","field":"Computer Science","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Link (geometry); Node (physics); Computer science; Protocol (science); Class (philosophy); Distributed computing; Multi-agent system; Information flow; Topology (electrical circuits); Computer network; Artificial intelligence; Mathematics; Engineering","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":[0.0008706435,0.0001601736,0.0002205985,0.00009783427,0.00005478564,0.0001283902,0.0007762113,0.00007075832,0.00001937718],"category_scores_gemma":[0.00001894619,0.0001012174,0.00005872528,0.0003388287,0.00002735548,0.0005577428,0.0001828144,0.00009440532,0.00008979821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001068713,"about_ca_system_score_gemma":0.00004280455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003341318,"about_ca_topic_score_gemma":0.00003917194,"domain_scores_codex":[0.9981222,0.0002710138,0.000589006,0.0002311174,0.0004110841,0.0003756249],"domain_scores_gemma":[0.998797,0.000054753,0.000293595,0.0006692418,0.0001022698,0.00008316983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007511515,0.003090768,0.09970856,0.0009858067,0.0003510266,0.00001010117,0.007187802,0.005567682,0.4371932,0.4248722,0.0006634601,0.02029428],"study_design_scores_gemma":[0.005535586,0.00017683,0.4391207,0.0003271927,0.00002191796,0.00001636367,0.0008702854,0.4704739,0.01653799,0.00003631807,0.06616072,0.0007221322],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006573859,0.0000240105,0.9377949,0.001183284,0.0005951985,0.05333437,0.00000827315,0.00008437963,0.0004017288],"genre_scores_gemma":[0.9586366,6.2886e-7,0.0007330228,0.0001011924,0.0001019471,0.0398947,0.00000890572,0.000008061223,0.0005148826],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9520628,"threshold_uncertainty_score":0.4127527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04340026662774352,"score_gpt":0.2877126376705908,"score_spread":0.2443123710428473,"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."}}