{"id":"W2885376642","doi":"10.11159/eee18.107","title":"Fault Diagnosis in Circuits and Systems by Nonparametric Methods","year":2018,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Electrical Engineering and Computer Systems and Science","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Nonparametric statistics; Electronic circuit; Fault (geology); Reliability engineering; Econometrics; Engineering; Electrical engineering; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001592108,0.0005530751,0.0008103661,0.001172115,0.0002369712,0.0007713726,0.000633775,0.0006466731,0.000541009],"category_scores_gemma":[0.006383292,0.0003333875,0.0005826842,0.0007567977,0.001110213,0.001022367,0.001010207,0.0008701937,0.0001406664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005378503,"about_ca_system_score_gemma":0.0007164563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001406548,"about_ca_topic_score_gemma":0.0008927743,"domain_scores_codex":[0.9989253,0.0005916858,0.00003635548,0.0001157905,0.000276772,0.00005416831],"domain_scores_gemma":[0.9977799,0.001470754,0.0002511647,0.0002609576,0.0002119989,0.00002522008],"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":[0.0001398564,0.00004580562,0.001326773,0.0001996516,0.00009458175,0.0001340639,0.0001216225,0.740387,0.005955633,0.1206928,0.0006748409,0.1302274],"study_design_scores_gemma":[0.000005979534,0.00002733809,0.000176863,0.000007814662,0.000006082695,0.00003490076,0.000006388497,0.9721015,0.0005455129,0.02660558,0.000475951,0.000006064125],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006674493,0.0002902565,0.9923944,0.00005660826,0.00001207381,0.00001093248,0.00001530686,0.00008317631,0.0004626765],"genre_scores_gemma":[0.7618166,0.0008592056,0.2350487,0.00007030735,0.0001211505,0.0001655484,0.000143137,0.00004986717,0.001725533],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001592108,"threshold_uncertainty_score":0.008419991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00814583749614238,"score_gpt":0.2355839866733769,"score_spread":0.2274381491772345,"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."}}