{"id":"W2058836912","doi":"10.1002/cjce.5450850209","title":"Detection and Diagnosis of Plant‐Wide Oscillations","year":2007,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Stiction; Autocorrelation; Root cause; Oscillation (cell signaling); Control theory (sociology); Controller (irrigation); Static friction; Computer science; Mathematics; Control (management); Physics; Engineering; Artificial intelligence; Statistics; Materials science; Reliability engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0006131036,0.0004217681,0.0005692456,0.001514885,0.0001903741,0.0003613116,0.0004165805,0.0006367775,0.0006803306],"category_scores_gemma":[0.003201057,0.0001208955,0.000201228,0.0005731829,0.0003248481,0.0003140141,0.0004727316,0.0005059724,0.0002544711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001820032,"about_ca_system_score_gemma":0.0002367675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005424768,"about_ca_topic_score_gemma":0.0005612677,"domain_scores_codex":[0.999342,0.00009850333,0.00003787363,0.0001311572,0.0003412188,0.00004926822],"domain_scores_gemma":[0.9975134,0.001308076,0.0004275537,0.0001809472,0.0004936846,0.00007627134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007938995,0.0001918841,0.02515359,0.0004978493,0.0001017561,0.00251519,0.0004859031,0.05450252,0.3743677,0.00302918,0.00146303,0.5368974],"study_design_scores_gemma":[0.00007694859,0.0006855031,0.04418262,0.00007281671,0.00007621061,0.003204545,0.0002114941,0.7715546,0.1713142,0.004219619,0.004323161,0.00007818458],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2984446,0.000752878,0.6967479,0.0001437329,0.00006564518,0.00007812043,0.0001265279,0.001686126,0.001954516],"genre_scores_gemma":[0.949094,0.0001221464,0.05014982,0.00002289756,0.00001681916,0.00001667659,0.00006315704,0.00002164728,0.0004926809],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001514885,"threshold_uncertainty_score":0.003242493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00499147875765547,"score_gpt":0.1692521407166206,"score_spread":0.1642606619589651,"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."}}