{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003057302,0.000361193,0.0008036206,0.0003457209,0.0006175675,0.0009265397,0.0008802115,0.0009521477,0.0009329898],"category_scores_gemma":[0.0006517158,0.0002634156,0.0005097883,0.000303468,0.0009893158,0.0004869683,0.0005381787,0.0004885375,0.0002119906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007910444,"about_ca_system_score_gemma":0.0009624647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005365576,"about_ca_topic_score_gemma":0.001320553,"domain_scores_codex":[0.9998026,0.00003113003,0.000009453945,0.00004775204,0.00006153181,0.00004755935],"domain_scores_gemma":[0.9997229,0.0000714593,0.00007683964,0.00002194282,0.00005197956,0.00005489314],"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":[0.000402358,0.0001760933,0.001953274,0.00006866618,0.00004924598,0.0004225024,0.0001083461,0.8949442,0.09432054,0.005368962,0.0001272589,0.00205858],"study_design_scores_gemma":[0.00005396074,0.0002015545,0.0003868714,0.00000344695,0.00001237991,0.00002102068,0.00002623594,0.9844227,0.01417804,0.000442893,0.0002372376,0.00001356352],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9803367,0.00008394144,0.01733278,0.00008288535,0.00002831097,0.0000216577,0.00006298625,0.0000887649,0.001962093],"genre_scores_gemma":[0.9950695,0.00005295579,0.003898513,0.00001395428,0.000005880684,0.00002393999,0.00005383617,0.000008832348,0.0008726378],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005365576,"threshold_uncertainty_score":0.01066869,"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."}}