{"id":"W2794641035","doi":"10.1002/cjce.23214","title":"Mixing in an agitated tubular reactor","year":2018,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Leeds","keywords":"Mechanics; Reynolds number; Lattice Boltzmann methods; Mixing (physics); Scalar (mathematics); Boundary value problem; Fluid dynamics; Physics; Computational fluid dynamics; Large eddy simulation; Flow (mathematics); Materials science; Thermodynamics; Mathematics; Turbulence; Geometry","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":[0.0002175124,0.0001094144,0.0001632396,0.0001688179,0.00002858628,0.00004746108,0.0002170309,0.00005749564,0.00002606927],"category_scores_gemma":[0.0001671207,0.00008951866,0.00003762141,0.0002283967,0.00005329767,0.0001986102,0.000007624146,0.0002951501,0.000008529139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002255224,"about_ca_system_score_gemma":0.00006831765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002002993,"about_ca_topic_score_gemma":0.0006977419,"domain_scores_codex":[0.9992649,0.000008204001,0.0002842206,0.00005674434,0.0001156369,0.0002703271],"domain_scores_gemma":[0.9993986,0.00006694524,0.00003117798,0.0001287682,0.0001239374,0.0002505039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002167047,0.00001377301,0.003966127,0.00008307857,0.0002247206,0.0002429301,0.007775106,0.3682179,0.6154162,0.0006780991,0.001201796,0.002158589],"study_design_scores_gemma":[0.001680287,0.000135115,0.009790349,0.000527063,0.00009196175,0.0003056497,0.0002245996,0.6215757,0.350104,0.0006398478,0.0139287,0.0009966829],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986616,0.000305541,0.0002551906,0.0001357214,0.0002976599,0.00003884929,0.000001818638,0.00003300422,0.000270651],"genre_scores_gemma":[0.9991015,0.000001148295,0.0004682238,0.00003767835,0.0003567495,8.705608e-7,7.635287e-7,0.00002924173,0.000003858639],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2653121,"threshold_uncertainty_score":0.3650465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01432951270143293,"score_gpt":0.2149140855989287,"score_spread":0.2005845728974958,"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."}}