{"id":"W2050643100","doi":"10.1016/s0098-1354(00)80004-6","title":"Study of the divided wall column controllability: influence of design and operation","year":2000,"lang":"en","type":"article","venue":"Computers & Chemical Engineering","topic":"Process Optimization and Integration","field":"Engineering","cited_by":47,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Controllability; Control theory (sociology); Column (typography); Distillation; Optimal design; Fractionating column; Work (physics); Mathematics; Mathematical optimization; Engineering; Computer science; Chemistry; Chromatography; Mechanical engineering; Statistics; Applied mathematics; Geometry; Control (management); Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006541941,0.00008111959,0.0001405956,0.00002185337,0.00001262436,0.00001355474,0.0001093227,0.00003572238,0.000006606722],"category_scores_gemma":[0.00003371733,0.00006847239,0.00001771441,0.000122878,0.00001870103,0.0001004828,0.00001616182,0.00007125885,3.482649e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002106364,"about_ca_system_score_gemma":0.000006107462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005636419,"about_ca_topic_score_gemma":3.354599e-7,"domain_scores_codex":[0.9995269,0.00001094954,0.0002134958,0.00008723078,0.00008908422,0.00007240874],"domain_scores_gemma":[0.9997342,0.00006263129,0.00001777811,0.0001178197,0.00004117846,0.00002634183],"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":[0.000005217343,0.00002395029,0.0001260985,0.0000330345,0.0000148741,8.273405e-8,0.0004381094,0.9443589,0.0538174,0.00001466455,0.00001512935,0.001152483],"study_design_scores_gemma":[0.0004144895,0.00002835978,0.001211199,0.00003540517,0.000009546338,0.000001020942,0.000009695903,0.945701,0.05250118,0.000006210879,0.00001820148,0.00006370915],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9149017,0.00004861799,0.0846931,0.00001346412,0.00002953068,0.0002325854,6.081947e-7,0.00006134898,0.00001905962],"genre_scores_gemma":[0.9961987,0.000009139174,0.003744145,0.00001497847,0.000008009251,0.00001210163,9.74872e-7,0.00000901574,0.000002926613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08129703,"threshold_uncertainty_score":0.2792223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005956119418423121,"score_gpt":0.1818393218637994,"score_spread":0.1758832024453763,"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."}}