{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001748406,0.001079553,0.00104914,0.001938146,0.0008120995,0.001386221,0.001371492,0.001585326,0.001868199],"category_scores_gemma":[0.005029581,0.0004276779,0.0009861012,0.0008267203,0.0006296017,0.0009953276,0.0008908241,0.0008918364,0.0006781556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001846666,"about_ca_system_score_gemma":0.001315143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01034903,"about_ca_topic_score_gemma":0.00453084,"domain_scores_codex":[0.9986755,0.0002642079,0.0001627701,0.0001420792,0.000636804,0.0001185567],"domain_scores_gemma":[0.995519,0.002248068,0.0002440877,0.0005537419,0.001262183,0.0001728341],"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":[0.000250376,0.0003393553,0.003309265,0.0001525438,0.00005283203,0.0001967579,0.0001570597,0.9381306,0.03304394,0.002804117,0.0005643429,0.0209988],"study_design_scores_gemma":[0.0000220458,0.00006595477,0.0005771077,0.00001269802,0.00000511811,0.00001840526,0.00001686587,0.982163,0.01608982,0.000238126,0.0007694791,0.00002139905],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7410038,0.0009349309,0.2417026,0.0003927384,0.0004967763,0.0004312478,0.001305204,0.002844362,0.01088829],"genre_scores_gemma":[0.9528414,0.0003268943,0.04367073,0.00004518748,0.00002692949,0.000198154,0.0009959323,0.0001424452,0.001752347],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01034903,"threshold_uncertainty_score":0.02057761,"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."}}