{"id":"W2092535433","doi":"10.1002/cjce.5450780604","title":"Hydrodynamics in a gravity settling vessel: CFD modelling with LDA validation","year":2000,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Hydraulic flow and structures","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Syncrude (Canada)","funders":"Syncrude","keywords":"Computational fluid dynamics; Turbulence; Settling; Mechanics; Reynolds stress; Flow (mathematics); Reynolds number; Slurry; Laminar flow; Geology; Physics; Thermodynamics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0001611701,0.0001307936,0.0001735342,0.0001189723,0.00003157322,0.00004896504,0.000194049,0.00007364252,0.00002772024],"category_scores_gemma":[0.00001083897,0.0001011189,0.00004326778,0.0002085729,0.00002428545,0.0001122738,0.000002239077,0.0004872078,0.00000167121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002042006,"about_ca_system_score_gemma":0.00008856284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007795023,"about_ca_topic_score_gemma":0.0004537605,"domain_scores_codex":[0.9992656,0.000007282559,0.0002478616,0.00006484283,0.000133465,0.0002809206],"domain_scores_gemma":[0.9995914,0.00003561311,0.00002298092,0.000109879,0.00002513637,0.0002150612],"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":[0.000004760907,0.000001013286,0.00005018414,0.00001874503,0.00001774496,0.00003332414,0.0003225215,0.9952669,0.003419213,0.00007546241,0.00001611402,0.0007740001],"study_design_scores_gemma":[0.0002075209,0.000008251991,0.00004479493,0.0001016942,0.00001389661,0.0001389403,0.000005754178,0.9904409,0.007836067,0.000197374,0.0008618193,0.0001430057],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932627,0.000192759,0.006064998,0.0000999146,0.0000888353,0.00004314125,0.000003307953,0.0000242758,0.0002200668],"genre_scores_gemma":[0.9984421,0.000007304591,0.001372843,0.00001456799,0.0001237429,0.000001238555,0.000002827637,0.00002979523,0.000005632812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005179345,"threshold_uncertainty_score":0.412351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004009904373087102,"score_gpt":0.1567856567469304,"score_spread":0.1527757523738433,"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."}}