{"id":"W4226109456","doi":"10.1109/tim.2022.3165256","title":"Online Monitoring for Non-Stationary Operation via a Collaborative Neural Network","year":2022,"lang":"en","type":"article","venue":"IEEE Transactions on Instrumentation and Measurement","topic":"Anomaly Detection Techniques and Applications","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Artificial neural network; Computer science; Convergence (economics); Minification; Artificial intelligence; Machine learning; Data mining","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":[0.001201149,0.0008287521,0.0007951371,0.0004419599,0.0004613184,0.0006994635,0.001526748,0.001047214,0.0006004042],"category_scores_gemma":[0.003133391,0.0004177586,0.0005103053,0.0004714763,0.0007679602,0.001780835,0.001338776,0.00128873,0.0001565548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006093996,"about_ca_system_score_gemma":0.0006711726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004469982,"about_ca_topic_score_gemma":0.003991558,"domain_scores_codex":[0.9991816,0.0001399678,0.00003829386,0.0003324623,0.0002147578,0.00009296391],"domain_scores_gemma":[0.9988084,0.0004918942,0.0002329514,0.0001563583,0.0002566295,0.00005389713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002354782,0.0001984647,0.003645603,0.00007061113,0.00009227652,0.0001562692,0.0001436454,0.783356,0.01345212,0.003487776,0.0008992682,0.1942624],"study_design_scores_gemma":[0.000002544257,0.0000182637,0.000200325,0.000001478462,0.000005101203,0.00001120113,0.000003744427,0.9982784,0.0008467237,0.0005578236,0.00007080081,0.0000036013],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04964555,0.0001770753,0.9482064,0.0001284242,0.00003759386,0.00002911064,0.00001849975,0.0004153536,0.001341861],"genre_scores_gemma":[0.9466628,0.00009431823,0.05194324,0.00007240677,0.00003004888,0.00004914009,0.00003778673,0.00002168887,0.001088701],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004469982,"threshold_uncertainty_score":0.008887947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03415459713321814,"score_gpt":0.2779132302227505,"score_spread":0.2437586330895324,"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."}}