{"id":"W2149919653","doi":"10.1002/cjce.20458","title":"Comparison and validation of CFD models in liquid–solid suspensions","year":2011,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Tekes; Academy of Finland","keywords":"Impeller; Computational fluid dynamics; Drag; Multiphase flow; Experimental data; Simple (philosophy); Computer science; Mechanics; Materials science; Physics; Mathematics","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":[0.0001548726,0.00007065051,0.000166537,0.0001350121,0.00001177322,0.000008720399,0.0001095344,0.00004884065,0.000007793601],"category_scores_gemma":[0.00003385351,0.00006117034,0.00002975125,0.00009735683,0.00002275878,0.00008539687,0.000007796619,0.0002160218,2.618854e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007065713,"about_ca_system_score_gemma":0.00004567979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005589709,"about_ca_topic_score_gemma":0.0003270743,"domain_scores_codex":[0.9994736,0.00000432248,0.0002760223,0.00003559395,0.00006059432,0.0001498431],"domain_scores_gemma":[0.9996786,0.00002935529,0.00003296365,0.00007022203,0.00003701316,0.0001518268],"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":[0.000008075532,0.000005053206,0.0003115075,0.00003550876,0.00002859634,0.000013909,0.002020259,0.7787968,0.2151611,0.003419066,0.00003450241,0.0001656281],"study_design_scores_gemma":[0.0001576111,0.0000218213,0.0001981338,0.0001230828,0.00001422562,0.00004146544,0.00002561025,0.7734418,0.2254195,0.0004465148,0.00001851948,0.0000917556],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952935,0.0004332326,0.003798774,0.0000214964,0.0001043814,0.00003097046,0.000001464454,0.000006654245,0.0003095284],"genre_scores_gemma":[0.9988451,0.000008837046,0.001100064,0.000004376452,0.00002487475,5.485269e-7,6.303717e-7,0.00001448814,0.000001097593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0102584,"threshold_uncertainty_score":0.2494454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02240760009744585,"score_gpt":0.2073575844747239,"score_spread":0.184949984377278,"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."}}