{"id":"W2007492661","doi":"10.1002/cjce.5450810352","title":"Influence of Operating Conditions and Column Configuration on the Performance of Reactive Distillation Columns with Liquid—Liquid Separators","year":2003,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Process Optimization and Integration","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reactive distillation; Distillation; Chemistry; Chromatography; Fractionating column; Catalysis; Column (typography); Butyl acetate; Process (computing); Liquid liquid; Process engineering; Organic chemistry; Solvent; Engineering; Mechanical engineering; Computer science","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":[0.0001428241,0.00007320605,0.0001105797,0.0000585508,0.00005404398,0.00001887192,0.00006658513,0.00003779291,0.00001104962],"category_scores_gemma":[0.0002046073,0.00004963598,0.00001592367,0.0001579182,0.00006881727,0.0001610715,0.000001369016,0.0001669845,2.232476e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007190467,"about_ca_system_score_gemma":0.0001322261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005399692,"about_ca_topic_score_gemma":0.00006053153,"domain_scores_codex":[0.9995375,0.00001161388,0.0002287715,0.00003788939,0.00009832346,0.00008595701],"domain_scores_gemma":[0.9994763,0.00008389052,0.00009327591,0.00006340919,0.0002088217,0.00007433784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001208729,0.000001650482,0.00006848194,0.00002115714,0.00001924648,2.49396e-7,0.0003689368,0.8540781,0.1432351,0.0021751,0.00001448902,0.000005434163],"study_design_scores_gemma":[0.0001527186,0.0001887957,0.0003294981,0.000212865,0.00001880879,0.00002265196,0.00006752225,0.1281035,0.8707483,0.000004971255,0.00007269035,0.00007767749],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985838,0.0000394085,0.0008040438,0.0000592227,0.00002284834,0.00008236204,0.000006855108,0.000005901285,0.0003955523],"genre_scores_gemma":[0.9998249,0.000006198612,0.0001168147,0.0000204521,0.00001281295,0.000004012867,0.000002338422,0.000009423262,0.000003069415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7275133,"threshold_uncertainty_score":0.2024097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004247281543135639,"score_gpt":0.1800503311582231,"score_spread":0.1758030496150875,"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."}}