{"id":"W2594784258","doi":"10.1016/j.cherd.2017.02.007","title":"Numerical simulation of dividing wall column with vapor recompression located at side product stage","year":2017,"lang":"en","type":"article","venue":"Process Safety and Environmental Protection","topic":"Process Optimization and Integration","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"State Key Laboratory of Chemical Engineering; National Natural Science Foundation of China; Centre in Green Chemistry and Catalysis; National Science Foundation","keywords":"Reboiler; Condenser (optics); Stage (stratigraphy); Materials science; Chemistry; Chromatography; Distillation; Physics; Optics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0000822231,0.0001343669,0.0001368163,0.00003564645,0.0004138236,0.00003704525,0.00007230473,0.00006427282,0.00005338362],"category_scores_gemma":[0.00002208458,0.0001182551,0.00001609174,0.00004331542,0.00006885386,0.0005908866,0.00002521319,0.0001167706,0.000003877058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001192662,"about_ca_system_score_gemma":0.000005397609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003107144,"about_ca_topic_score_gemma":0.00001349442,"domain_scores_codex":[0.9992961,0.00001227472,0.0002055231,0.0002083347,0.0001592975,0.0001184486],"domain_scores_gemma":[0.99962,0.00000701025,0.0001575644,0.0001548604,0.00001522606,0.00004539302],"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":[0.0003074564,0.00003550949,0.00151958,0.0002295626,0.00001532549,3.75227e-7,0.0002423926,0.9798774,0.008462294,0.000001755652,0.000001462304,0.00930691],"study_design_scores_gemma":[0.0004549163,0.00008709567,0.006914765,0.00008550656,0.0000126746,0.000004213541,0.00006506333,0.9347622,0.05707918,0.0000225101,0.0003551471,0.0001566758],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3272471,0.0002541493,0.6688976,0.0001273602,0.000116151,0.001105069,0.00002103269,0.0002197089,0.002011754],"genre_scores_gemma":[0.9993334,0.0001551232,0.000184039,0.000006559801,0.00002101579,0.00004522279,0.00005029363,0.00002300333,0.0001812985],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6720863,"threshold_uncertainty_score":0.4822304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01308766123706328,"score_gpt":0.2174786427550988,"score_spread":0.2043909815180356,"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."}}