{"id":"W2570601918","doi":"10.1109/cdc.2016.7799331","title":"Pattern identification in distributed systems","year":2016,"lang":"en","type":"article","venue":"","topic":"Petri Nets in System Modeling","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Probabilistic logic; Computer science; Identification (biology); Interconnection; Polynomial; Base (topology); Linear system; Matrix (chemical analysis); Theoretical computer science; Distributed computing; Algorithm; Mathematics; Artificial intelligence","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":[0.0004377309,0.00006136719,0.00008753299,0.0000955817,0.00002129475,0.000117951,0.0006041939,0.00003558268,0.000004837158],"category_scores_gemma":[0.00003776255,0.00003924227,0.00001718897,0.0002915908,0.000008398177,0.0004461974,0.0001082004,0.0000252229,0.0002317709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001049812,"about_ca_system_score_gemma":0.00001767305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008930638,"about_ca_topic_score_gemma":0.00001748281,"domain_scores_codex":[0.9990169,0.00006394528,0.0002970077,0.0002639008,0.0001925981,0.0001656431],"domain_scores_gemma":[0.9992444,0.00007375552,0.0000682614,0.0005278807,0.00004993366,0.00003580115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000005843507,0.0002374426,0.1151265,0.0001530511,0.00003855976,0.0000974219,0.001291709,0.005018034,0.07428872,0.191813,0.009050969,0.6028787],"study_design_scores_gemma":[0.0008912202,0.0000213922,0.03482286,0.0003389725,0.000001948123,0.00003990354,0.00007183035,0.9556953,0.003712805,0.001419147,0.002578295,0.0004063189],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02866943,0.00003932547,0.969527,0.0005205568,0.0005719881,0.00009921346,0.000004640906,0.000146665,0.0004211939],"genre_scores_gemma":[0.998983,0.000004118288,0.0004873856,0.00002109118,0.0000312288,0.00002222906,0.000001335392,0.000003430812,0.0004462242],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9703135,"threshold_uncertainty_score":0.2979023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02456964859951701,"score_gpt":0.2491206366143886,"score_spread":0.2245509880148716,"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."}}