{"id":"W4406298807","doi":"10.54859/kjogi108790","title":"Integration of Thermo-, Hydrodynamic, and Kinetic Factors in the Mathematical Modeling of the Catalytic Reforming Process","year":2024,"lang":"en","type":"article","venue":"Kazakhstan journal for oil & gas industry","topic":"Catalysis and Hydrodesulfurization Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Petro-Canada","funders":"","keywords":"Process (computing); Kinetic energy; Catalysis; Thermodynamics; Computer science; Chemistry; Physics; Classical mechanics","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":[0.0003914471,0.0001162839,0.0001963568,0.0001076325,0.00007683803,0.00004682954,0.0001614453,0.00009698928,0.000008605459],"category_scores_gemma":[0.00008048004,0.00006035406,0.00008599717,0.0002788077,0.00006461789,0.0001264831,0.00001829241,0.0004940408,2.984949e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004521172,"about_ca_system_score_gemma":0.00002678642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003984027,"about_ca_topic_score_gemma":0.00001534178,"domain_scores_codex":[0.999133,0.00001666595,0.0004353369,0.00008427778,0.00020197,0.000128787],"domain_scores_gemma":[0.9996492,0.000084921,0.00006433408,0.0001239652,0.00005446549,0.00002306573],"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":[0.00006017929,0.0001522752,0.001031899,0.003909271,0.0006470785,0.00001320174,0.08051191,0.8174174,0.03229829,0.005691065,0.0001873413,0.05808013],"study_design_scores_gemma":[0.0001744151,0.00002894289,0.0001112955,0.001012765,0.0001168692,0.00007670753,0.009473298,0.977538,0.005818222,0.005487462,0.00004693113,0.000115081],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963942,0.0006601599,0.001701944,0.0001793541,0.0001054696,0.00007444141,0.00001513372,0.00001414659,0.0008552161],"genre_scores_gemma":[0.9997303,0.00007240926,0.00003521652,0.000004435275,0.00004189898,0.000007946096,0.000002924528,0.00001902275,0.00008579138],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1601207,"threshold_uncertainty_score":0.2461167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02416595195551873,"score_gpt":0.275688374619571,"score_spread":0.2515224226640522,"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."}}