{"id":"W4386839602","doi":"10.1002/cjce.25092","title":"Control structure selection of increased‐pressure extractive distillation process for <scp>DMC‐MeOH</scp> azeotropic mixture","year":2023,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Process Optimization and Integration","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Extractive distillation; Controllability; Fractional distillation; Process engineering; Distillation; Azeotropic distillation; Controller (irrigation); Process (computing); Chemistry; Continuous distillation; Fractionating column; Dimethyl carbonate; Process control; Control theory (sociology); Methanol; Computer science; Control (management); Mathematics; Chromatography; Organic chemistry; Engineering","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":[0.0001028842,0.0001245222,0.0001866474,0.0001777792,0.00004607534,0.000033317,0.000145327,0.0001268837,0.00001645662],"category_scores_gemma":[0.0005857978,0.000100359,0.00006633618,0.0003577943,0.00002094088,0.0001829279,0.000001986493,0.0002870616,4.998737e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009553233,"about_ca_system_score_gemma":0.0001448019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005811666,"about_ca_topic_score_gemma":0.00007603311,"domain_scores_codex":[0.9993201,0.00000790651,0.000268211,0.00006666837,0.0001379396,0.0001991651],"domain_scores_gemma":[0.9992242,0.0001363712,0.0001050158,0.00006018405,0.0003144835,0.0001597662],"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":[0.000004566254,0.000001540057,0.000128769,0.0001341865,0.00008092602,7.802868e-7,0.000269863,0.8935964,0.1048167,0.0002703996,0.0005239135,0.0001720204],"study_design_scores_gemma":[0.0003762611,0.00002253522,0.0005102865,0.00007237869,0.00007097873,0.00002388978,0.00003021955,0.8119566,0.1855637,0.00031276,0.001003106,0.00005724247],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.948609,0.00049906,0.04966925,0.0001472739,0.0004050636,0.0003040801,0.0001506481,0.0001026003,0.0001130466],"genre_scores_gemma":[0.9994383,0.000004109361,0.0002390913,0.00001658574,0.0002297494,0.000007234243,0.00002371596,0.0000292978,0.00001185395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08163977,"threshold_uncertainty_score":0.4092522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004741184973652101,"score_gpt":0.1961652614983622,"score_spread":0.1914240765247101,"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."}}