{"id":"W2111088832","doi":"10.1002/cjce.22183","title":"3D CFD modelling and optimization of single‐phase flow in rotating packed beds","year":2015,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Heat and Mass Transfer in Porous Media","field":"Engineering","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Baffle; Mechanics; Pressure drop; Computational fluid dynamics; Flow (mathematics); Packed bed; Porosity; Inlet; Centrifugal force; Two-phase flow; Work (physics); Mass transfer; Volumetric flow rate; Fluid dynamics; Rotational speed; Mixing (physics); Materials science; Thermodynamics; Chemistry; Engineering; Mechanical engineering; Physics; Geotechnical engineering; Chromatography","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":[0.0003871628,0.0005974862,0.0008175818,0.0005805987,0.0005462687,0.001192803,0.0006698195,0.001202752,0.001202686],"category_scores_gemma":[0.0008330795,0.000629851,0.0008184115,0.0005541948,0.0007021487,0.0003599073,0.0004098759,0.000425055,0.0002065069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009516576,"about_ca_system_score_gemma":0.001939316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0186541,"about_ca_topic_score_gemma":0.008767188,"domain_scores_codex":[0.9998363,0.00004151743,0.00001014174,0.00002472574,0.00004989985,0.0000372912],"domain_scores_gemma":[0.9996608,0.0002034325,0.00003806128,0.00001701865,0.00005748435,0.00002327185],"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":[0.000021898,0.00001188015,0.0003440247,0.00001947559,0.000004224052,0.00003055799,0.00001486688,0.9958669,0.001646668,0.0005235896,0.00004597436,0.001469886],"study_design_scores_gemma":[0.000004533036,0.000005666598,0.00008943648,0.000001867917,0.000001387534,0.000003244438,0.000005068608,0.9992112,0.000513142,0.00007309428,0.00008874801,0.00000268596],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.664199,0.0007695681,0.3163988,0.0003407176,0.0001007342,0.0001968623,0.0007473314,0.000650198,0.01659677],"genre_scores_gemma":[0.9409955,0.0003555257,0.05627274,0.00003177399,0.00001079967,0.000155085,0.0002534867,0.00005956045,0.001865632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0186541,"threshold_uncertainty_score":0.03709108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02006133563899834,"score_gpt":0.1993810488014138,"score_spread":0.1793197131624155,"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."}}