{"id":"W2103820960","doi":"10.1002/cjce.20021","title":"Energy‐efficient complex distillation sequences: Control properties","year":2008,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Process Optimization and Integration","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universidad de Guanajuato","keywords":"Distillation; Controllability; Control theory (sociology); Process engineering; Fractionating column; Decomposition; Computer science; Energy (signal processing); Sequence (biology); Control engineering; Control (management); Mathematics; Chemistry; Engineering; Chromatography; Artificial intelligence; Applied mathematics","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":[0.00006619,0.00008408059,0.0001101693,0.00007811315,0.00006023288,0.00002837138,0.0001328435,0.00004012678,0.00002935083],"category_scores_gemma":[0.00006394518,0.00005863734,0.00004486031,0.0001189975,0.00005039471,0.00007480918,0.000001779768,0.0001341039,0.000001777103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001649465,"about_ca_system_score_gemma":0.0001203752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001766305,"about_ca_topic_score_gemma":0.00004591117,"domain_scores_codex":[0.9994853,0.000005337071,0.0002127225,0.00003680378,0.0001147931,0.0001450332],"domain_scores_gemma":[0.9996148,0.00001727427,0.00003510328,0.00005851749,0.0001104313,0.0001638833],"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":[0.000002098797,0.000001122009,0.00001525316,0.00000833285,0.00001471764,0.000004674635,0.0001988935,0.9675627,0.03141128,0.0003450246,0.0002966627,0.0001392003],"study_design_scores_gemma":[0.0001418893,0.000006567242,0.00003643699,0.00003327498,0.000007377666,0.0001271189,0.000006654498,0.9691246,0.02891589,0.00001338467,0.001507808,0.00007902651],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6973009,0.002140344,0.2971791,0.0008593412,0.0006512839,0.0001251967,0.00001402058,0.0001345531,0.001595295],"genre_scores_gemma":[0.9995124,0.00000747891,0.0002736554,0.00006156437,0.000116747,0.000001261769,0.000002268353,0.00001362841,0.00001099662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3022115,"threshold_uncertainty_score":0.2391161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01629822454174199,"score_gpt":0.1653131221880461,"score_spread":0.1490148976463041,"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."}}