{"id":"W4312127151","doi":"10.3390/electronics11244133","title":"Editorial: Advances in Stochastic System Modeling, Control, Optimization, and Their Applications","year":2022,"lang":"en","type":"editorial","venue":"Electronics","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Stochastic modelling; Publication; Stochastic optimization; Industrial engineering; Management science; Operations research; Systems engineering; Data science; Mathematical optimization; Engineering; Mathematics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003359468,0.0003350239,0.0005118249,0.0001927298,0.0001389178,0.00007728535,0.0002387424,0.0004560371,0.00000991763],"category_scores_gemma":[0.00005883719,0.0003452399,0.00006637681,0.0002629233,0.00001412288,0.00013367,0.00002379868,0.001104184,0.000004038418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008410979,"about_ca_system_score_gemma":0.0001945223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001287041,"about_ca_topic_score_gemma":0.0001281184,"domain_scores_codex":[0.9983283,0.00007465501,0.0004624057,0.0003612683,0.0003738939,0.0003994831],"domain_scores_gemma":[0.9991915,0.0002429505,0.00009664704,0.0002916028,0.0001086749,0.00006865873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001537822,0.000006647379,5.38333e-8,0.0001229989,0.00003406447,1.744859e-7,0.00003413853,0.8062064,0.000006139398,0.00009297521,0.1930284,0.0004526278],"study_design_scores_gemma":[0.0004795547,0.00002797762,1.539699e-9,0.00002304928,0.00001491295,0.000001050608,0.00007060079,0.4963237,3.091947e-7,0.00002598632,0.502875,0.0001579175],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[8.692943e-7,0.05488104,0.3368302,0.000003834551,0.607143,0.0005203026,0.0001008057,0.0003539625,0.0001659695],"genre_scores_gemma":[0.01109724,0.003936695,0.00002377414,0.000003087213,0.9826081,0.001949274,0.0002078639,0.0001212644,0.00005264121],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.3754651,"threshold_uncertainty_score":0.9999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002088202384775696,"score_gpt":0.1971796997384873,"score_spread":0.1950914973537116,"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."}}