{"id":"W2584914795","doi":"10.1021/acs.iecr.6b03075","title":"Wavelet Transform Based Methodology for Detection and Characterization of Multiple Oscillations in Nonstationary Variables","year":2017,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates - Technology Futures","keywords":"Oscillation (cell signaling); Control theory (sociology); Nonlinear system; Computer science; Controller (irrigation); Wavelet; Noise (video); Process (computing); Root cause; Artificial intelligence; Physics; Control (management); Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001315754,0.0009330159,0.0007621515,0.002107687,0.0003125797,0.0009242324,0.0008285847,0.0008825912,0.001357533],"category_scores_gemma":[0.002685232,0.0003281398,0.0008964698,0.00198026,0.0005915603,0.001193923,0.0006342566,0.00142694,0.0006826437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002528922,"about_ca_system_score_gemma":0.0006085003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006452457,"about_ca_topic_score_gemma":0.000510625,"domain_scores_codex":[0.9991049,0.0001483255,0.00009219101,0.000195616,0.0003967611,0.00006218171],"domain_scores_gemma":[0.998881,0.00044371,0.0002181941,0.00009976993,0.0003246888,0.00003257969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002430715,0.0001660265,0.003036044,0.0009554754,0.0001620484,0.0006634911,0.000434551,0.04906186,0.2169879,0.03239819,0.001979654,0.6939116],"study_design_scores_gemma":[0.00003135737,0.0004427062,0.007143373,0.0001395756,0.0001209489,0.0008620103,0.0002178919,0.8715534,0.08537458,0.01917159,0.01484514,0.00009751405],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004247918,0.0001722487,0.9949302,0.00002160088,0.0000245033,0.00004160892,0.00005266636,0.0001854169,0.000323816],"genre_scores_gemma":[0.0956836,0.0007814242,0.9013154,0.0000498065,0.00006297897,0.0002448606,0.0004297157,0.00009526325,0.001337029],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002107687,"threshold_uncertainty_score":0.006958485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1236190667709391,"score_gpt":0.3367305307414312,"score_spread":0.2131114639704921,"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."}}