{"id":"W2331100735","doi":"10.1021/ie501032j","title":"Modeling and Simulation of a Multibed Industrial Hydrotreater with Vapor–Liquid Equilibrium","year":2014,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Catalysis and Hydrodesulfurization Studies","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Hydrodesulfurization; Thermodynamics; Vaporization; Plug flow; Chemistry; Nuclear engineering; Materials science; Catalysis; Organic chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005970373,0.0002098524,0.0003461484,0.0001457233,0.00005678398,0.00005645987,0.0001417528,0.0002646761,0.00002855867],"category_scores_gemma":[0.0003473855,0.0001971099,0.00004425089,0.0004592685,0.00006991756,0.0001240497,0.00009553834,0.0005594699,0.00000294532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000702063,"about_ca_system_score_gemma":0.00003240483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002995807,"about_ca_topic_score_gemma":0.000001226874,"domain_scores_codex":[0.998477,0.00002507625,0.0003664499,0.0002720729,0.00046567,0.0003937411],"domain_scores_gemma":[0.9991751,0.0002177045,0.00002883828,0.0002810429,0.0001663143,0.0001309488],"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":[0.00008294796,0.00001037936,0.00007645888,0.00005978683,0.00006268368,0.00000127979,0.00006679438,0.7242983,0.2750964,0.000001930375,0.00002346814,0.0002196005],"study_design_scores_gemma":[0.001083801,0.00005181866,0.000004039377,0.00009509119,0.00001921499,0.000002322914,0.00002428531,0.7510996,0.2471222,0.000002259835,0.0003401857,0.0001551653],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997428,0.00008062751,0.001506847,0.00002493955,0.00006468184,0.0001939571,0.00001357965,0.0001531637,0.0005341882],"genre_scores_gemma":[0.9991913,0.0000104284,0.00002600277,7.75211e-7,0.0005860631,0.00002901464,0.00002847743,0.00005125464,0.00007672272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02797414,"threshold_uncertainty_score":0.8037909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07770578817803435,"score_gpt":0.296371902381004,"score_spread":0.2186661142029696,"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."}}