{"id":"W4376607524","doi":"10.1109/tnse.2023.3275971","title":"Remote State Estimation in Networked Systems: Data Pre-Processing or Not?","year":2023,"lang":"en","type":"article","venue":"IEEE Transactions on Network Science and Engineering","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"National Natural Science Foundation of China","keywords":"Computer science; Estimation; State (computer science); Algorithm; Engineering; Systems 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001527538,0.0006677181,0.0009874151,0.0004662619,0.0003220697,0.001444486,0.0009852711,0.001020996,0.00298245],"category_scores_gemma":[0.009520988,0.0005000731,0.0003800716,0.0006275169,0.001036842,0.004777493,0.0007430823,0.001821474,0.001179443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002778312,"about_ca_system_score_gemma":0.001152321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002353905,"about_ca_topic_score_gemma":0.00362507,"domain_scores_codex":[0.9993873,0.0001486494,0.0000530397,0.0001151512,0.0002131715,0.00008279136],"domain_scores_gemma":[0.9952069,0.002647152,0.0002909273,0.001033817,0.0007151578,0.000106101],"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":[0.0007940738,0.0003551848,0.006754614,0.001047004,0.0001678357,0.0002272649,0.0002575424,0.05381633,0.02436734,0.03544644,0.01272748,0.8640389],"study_design_scores_gemma":[0.0001885311,0.000664609,0.02388282,0.0008991949,0.0002812113,0.0006293232,0.0007486133,0.7184123,0.08268315,0.1343483,0.03704803,0.0002138412],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04736254,0.008287757,0.9215657,0.01041387,0.001066951,0.0001071859,0.0002952322,0.001569804,0.009330913],"genre_scores_gemma":[0.8244758,0.007465995,0.1582592,0.001301186,0.001569179,0.0001386384,0.0006337147,0.0002472685,0.005909029],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00298245,"threshold_uncertainty_score":0.009977221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02260085269679494,"score_gpt":0.2515781281137813,"score_spread":0.2289772754169864,"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."}}