{"id":"W2076091906","doi":"10.1002/cjce.20196","title":"Confirmation of control valve stiction in interacting systems","year":2009,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stiction; Control theory (sociology); Controller (irrigation); Oscillation (cell signaling); Limit (mathematics); Process (computing); Computer science; Static friction; Physics; Control (management); Mathematics; Materials science; Mathematical analysis; Artificial intelligence; Optoelectronics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002727386,0.00007690144,0.0001947188,0.0001724646,0.00001281513,0.00003086325,0.000104116,0.00005635846,0.000004409694],"category_scores_gemma":[0.0001390979,0.00006452507,0.00007134794,0.0001299726,0.000008355438,0.0001005114,7.845699e-7,0.000271716,0.000001217588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002152439,"about_ca_system_score_gemma":0.00004240642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005517847,"about_ca_topic_score_gemma":0.00008503373,"domain_scores_codex":[0.9992884,0.00001450136,0.0004184132,0.00003197557,0.000100117,0.0001465325],"domain_scores_gemma":[0.9995909,0.00008259973,0.00008453476,0.00006458458,0.00006055831,0.0001167599],"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":[0.000007350081,0.000002011569,0.00005130444,0.0000335705,0.00003570745,0.00000570267,0.0002929049,0.8545767,0.1438547,0.000227225,0.00004727619,0.0008655671],"study_design_scores_gemma":[0.0006712122,0.00003060153,0.000457849,0.0003324724,0.00002232335,0.0001689469,0.00008525858,0.9833793,0.01418538,0.0000174179,0.0005508289,0.00009840864],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887828,0.0009499014,0.00831892,0.0001409785,0.001237317,0.0001305086,0.000003223747,0.00002852067,0.000407836],"genre_scores_gemma":[0.9998078,0.000001167606,0.00001837938,0.00001128247,0.0001490266,0.000001420517,3.367663e-7,0.000008474583,0.000002085017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1296693,"threshold_uncertainty_score":0.2631256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004457061153805425,"score_gpt":0.1791651842162477,"score_spread":0.1747081230624423,"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."}}