{"id":"W1965814640","doi":"10.1002/cjce.20097","title":"Control relevant on‐line model validation criterion based on robust stability conditions","year":2008,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Stability (learning theory); Control theory (sociology); Process (computing); Computer science; Frequency domain; Robust control; Control system; Control (management); Engineering; Artificial intelligence","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":[0.006348555,0.001386666,0.001043082,0.001494398,0.0004908055,0.002489699,0.001563801,0.00185066,0.002838432],"category_scores_gemma":[0.02413597,0.0003906375,0.0009144917,0.0003355676,0.001955712,0.001924549,0.001702025,0.001422699,0.0004044601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001331886,"about_ca_system_score_gemma":0.001060575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001686795,"about_ca_topic_score_gemma":0.0005451215,"domain_scores_codex":[0.9950662,0.00165709,0.0002613801,0.0007365575,0.001946282,0.0003325004],"domain_scores_gemma":[0.9792004,0.01132261,0.003201292,0.00184159,0.0042411,0.0001929073],"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":[0.0004570516,0.0001947494,0.001683983,0.0004830116,0.0001391487,0.0005746409,0.0003537115,0.8206075,0.03827725,0.08785798,0.001107486,0.04826348],"study_design_scores_gemma":[0.00001594193,0.0001705715,0.0002785119,0.00003887562,0.00001506401,0.00005704834,0.00001752165,0.9761019,0.01167762,0.01108764,0.0005185616,0.00002087344],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03333369,0.0001843196,0.9583166,0.0001823306,0.00004601667,0.0001132332,0.00005919627,0.0004299884,0.007334554],"genre_scores_gemma":[0.9635993,0.00009323398,0.03471843,0.00009191641,0.00002988649,0.0001207739,0.00008175457,0.00007532797,0.001189392],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006348555,"threshold_uncertainty_score":0.03357476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02068155766736967,"score_gpt":0.1996881585165387,"score_spread":0.179006600849169,"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."}}