{"id":"W4294692100","doi":"10.23919/acc53348.2022.9867895","title":"Packed Bed Reactor Output Regulation","year":2022,"lang":"en","type":"article","venue":"2022 American Control Conference (ACC)","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Control theory (sociology); Internal model; Disturbance (geology); Stability (learning theory); Packed bed; Tracking (education); Computer science; SIGNAL (programming language); Control engineering; Engineering; Control (management)","routes":{"ca_aff":true,"ca_fund":false,"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":[0.000404704,0.0006493454,0.0009438315,0.0001793552,0.0003587953,0.001369384,0.0009362133,0.00116193,0.002565459],"category_scores_gemma":[0.0006736927,0.0002432709,0.0006762594,0.0002519714,0.0004485311,0.0006783563,0.0007728913,0.001122633,0.00055972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006286785,"about_ca_system_score_gemma":0.0005502095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003957298,"about_ca_topic_score_gemma":0.001952189,"domain_scores_codex":[0.999632,0.00006182444,0.00001012971,0.0001112018,0.000144571,0.00004030785],"domain_scores_gemma":[0.9997703,0.00007773723,0.00004111438,0.00002755534,0.00007118577,0.00001214007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002232729,0.0001362268,0.0006883504,0.000567781,0.00005137515,0.0002984081,0.00009240994,0.8728997,0.0620233,0.02986648,0.002873281,0.03027944],"study_design_scores_gemma":[0.00001435738,0.00007844316,0.0002024138,0.00000993184,0.00001322566,0.00003379666,0.00001042062,0.9878571,0.00791838,0.002618855,0.00123474,0.000008352751],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06199546,0.001029989,0.9130534,0.0003872252,0.0002114846,0.00006400863,0.0002610285,0.0007756076,0.02222186],"genre_scores_gemma":[0.9669703,0.0004369532,0.01988466,0.0001190174,0.00003333286,0.00008309135,0.000190396,0.00005735887,0.01222487],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003957298,"threshold_uncertainty_score":0.008582354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008523654113143505,"score_gpt":0.2029099704172037,"score_spread":0.1943863163040602,"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."}}