{"id":"W2947135819","doi":"10.1002/cjce.23504","title":"Impeller power draw during turbulent operation in solid‐liquid suspensions","year":2019,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Impeller; Suspension (topology); Mechanics; Rushton turbine; Turbulence; Materials science; Power density; Turbine; Vortex; Power (physics); Slip factor; Particle (ecology); Physics; Thermodynamics; Mathematics; Geology","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":[0.0001623187,0.000125092,0.000178111,0.0001758048,0.00002807392,0.00004970872,0.0001960591,0.00007692735,0.0001130168],"category_scores_gemma":[0.00003452376,0.000105044,0.00006916322,0.0001282682,0.00001342724,0.0001221011,0.00001190682,0.0004425236,0.0000195703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003487199,"about_ca_system_score_gemma":0.0001038027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001960832,"about_ca_topic_score_gemma":0.0003827247,"domain_scores_codex":[0.9991855,0.000005459489,0.000303553,0.00006904083,0.0001139229,0.0003225175],"domain_scores_gemma":[0.9995353,0.00002628574,0.00002470552,0.0001386852,0.00004173707,0.0002332454],"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":[0.000004422238,0.000001648875,0.00007044806,0.0000115404,0.00001667862,0.00004170743,0.0003231455,0.5361916,0.4629741,0.0002952069,0.00005943642,0.00001000272],"study_design_scores_gemma":[0.001220947,0.0000665439,0.001609985,0.0005043534,0.00002428307,0.0007177424,0.00006452593,0.6955907,0.2981334,0.00005782461,0.001410493,0.000599216],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998459,0.0003338912,0.0001259509,0.0002267808,0.0004771776,0.00007473851,8.423111e-7,0.00001619384,0.0002853971],"genre_scores_gemma":[0.9996994,0.000007209332,0.0001115651,0.00002994974,0.00008331003,0.000001166971,0.000001226618,0.00003437225,0.00003184839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1648407,"threshold_uncertainty_score":0.4283571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002617572328344394,"score_gpt":0.1656024751450853,"score_spread":0.1629849028167409,"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."}}