{"id":"W1974386702","doi":"10.1002/cjce.5450820507","title":"Strategies for Starting Up Azeotropic Distillation Columns with Multiple Steady States","year":2004,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Process Optimization and Integration","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universidad Tecnológica Nacional","keywords":"Operability; Azeotropic distillation; Partition (number theory); Distillation; Process (computing); Computer science; Thermodynamics; Control theory (sociology); Mechanics; Mathematics; Process engineering; Chemistry; Engineering; Physics; Chromatography; Control (management)","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":[0.00007050893,0.00009122489,0.0001073164,0.00006623775,0.00005175575,0.0001056433,0.00009969641,0.00003766384,0.000006180303],"category_scores_gemma":[0.00007217575,0.00006790514,0.00003063601,0.000106869,0.00002311562,0.0002275042,0.00000168327,0.0001505792,5.575145e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002187056,"about_ca_system_score_gemma":0.000258218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002612511,"about_ca_topic_score_gemma":0.001557019,"domain_scores_codex":[0.9994895,0.000002175754,0.0002016864,0.0000436944,0.00008386414,0.00017905],"domain_scores_gemma":[0.9995788,0.00004145653,0.00004793632,0.00005460185,0.0001359591,0.000141264],"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":[0.000006590168,0.00000111659,0.00004298659,0.00003248362,0.00002176539,9.551763e-7,0.0005255959,0.9902996,0.007605767,0.001247798,0.00007069472,0.0001445903],"study_design_scores_gemma":[0.001009371,0.00007280133,0.00009414593,0.0001724908,0.0000324476,0.00002186839,0.0004118839,0.9289497,0.06671053,0.00141716,0.0008932565,0.0002143254],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5632691,0.0001699169,0.4358171,0.0002942405,0.0001878325,0.0001242692,0.00001446468,0.00004643892,0.00007656158],"genre_scores_gemma":[0.9955653,0.000002533114,0.004276467,0.00002257111,0.0000896675,0.000005568974,0.000009851132,0.00002260304,0.000005471639],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4322961,"threshold_uncertainty_score":0.2769091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007088690394007858,"score_gpt":0.1828473321091453,"score_spread":0.1757586417151375,"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."}}