{"id":"W2092646328","doi":"10.1002/cjce.20000","title":"Controllability analysis of modified Petlyuk structures","year":2008,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Process Optimization and Integration","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Controllability; Distillation; Control theory (sociology); Singular value decomposition; Fractionating column; Computer science; Process engineering; Mathematics; Algorithm; Control (management); Applied mathematics; Engineering; Chemistry; Artificial intelligence; Chromatography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002098379,0.0002244108,0.0002032135,0.0002159052,0.0001880135,0.0004031184,0.0003514389,0.0003052351,0.001321017],"category_scores_gemma":[0.0004262048,0.0001178515,0.0001629355,0.0001072664,0.0004545767,0.0002688904,0.0002296225,0.0002176627,0.00008170743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003170656,"about_ca_system_score_gemma":0.0001951498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001558238,"about_ca_topic_score_gemma":0.0009304969,"domain_scores_codex":[0.9998887,0.00002267147,0.000004889525,0.00002547446,0.00004110784,0.00001722528],"domain_scores_gemma":[0.9997628,0.00006322152,0.00007570326,0.00003201796,0.00005133475,0.00001494231],"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":[0.0004296272,0.00009664009,0.001126232,0.0001122045,0.00003769906,0.000275561,0.0001514586,0.7193912,0.1930432,0.06185013,0.0003334883,0.02315252],"study_design_scores_gemma":[0.000009796392,0.0001126759,0.0003421009,0.00000226319,0.000004064973,0.00002059671,0.000008965899,0.9898151,0.007977673,0.001437259,0.0002642231,0.000005264169],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7522116,0.0001942107,0.2389082,0.00007766741,0.00002896639,0.0000321962,0.00004492851,0.0001232321,0.008378923],"genre_scores_gemma":[0.9957359,0.00001705203,0.003524187,0.000004334838,0.00000163318,0.000009532557,0.00001089176,0.00000250385,0.0006938964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001558238,"threshold_uncertainty_score":0.004419267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008533948189309887,"score_gpt":0.1812527845691163,"score_spread":0.1727188363798064,"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."}}