{"id":"W2768016851","doi":"10.1002/cjce.23068","title":"Model based multivariable control scheme in a reset configuration for stable multivariable systems","year":2017,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Multivariable calculus; Control theory (sociology); Reset (finance); Process control; Process (computing); Control system; Control engineering; Transfer function; Computer science; Engineering; Control (management)","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":[0.0005779145,0.0001639778,0.0003354578,0.0001433731,0.000130868,0.0002025151,0.0004039613,0.0001330099,0.000003954215],"category_scores_gemma":[0.0009556522,0.0001446168,0.00006382185,0.00006724676,0.00002885907,0.0003903437,0.000004944628,0.0003063395,8.86016e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005206562,"about_ca_system_score_gemma":0.0002910656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001162454,"about_ca_topic_score_gemma":0.0002249909,"domain_scores_codex":[0.9988733,0.00001276142,0.0004730625,0.00009944344,0.0001390827,0.0004023355],"domain_scores_gemma":[0.998881,0.000183018,0.0001772892,0.0003102149,0.0002075852,0.0002408946],"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":[0.00001936289,0.000002453022,0.0000482852,0.00006720032,0.0000281994,0.00000385563,0.00003603637,0.8786092,0.1200861,0.0009623401,0.0001085787,0.00002843396],"study_design_scores_gemma":[0.002151912,0.000009532213,0.00001195496,0.0002240328,0.00001634126,0.000007897287,0.000006024969,0.9865847,0.01032448,0.00008227798,0.0004296165,0.0001512146],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01193773,0.0003204822,0.9861928,0.0001863931,0.0004530994,0.0005506887,0.00005566515,0.00003352685,0.0002695633],"genre_scores_gemma":[0.9895557,8.207741e-7,0.01011903,0.00001513086,0.0001683045,0.00005868865,0.000005544316,0.00004721029,0.00002960646],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9776179,"threshold_uncertainty_score":0.5897303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01444014554498302,"score_gpt":0.2150498072770349,"score_spread":0.2006096617320519,"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."}}