{"id":"W2121020011","doi":"10.1002/aic.11519","title":"Scalar mixing by granular particles","year":2008,"lang":"en","type":"article","venue":"AIChE Journal","topic":"Granular flow and fluidized beds","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Scalar (mathematics); Reynolds number; Volume fraction; Mechanics; Fluid dynamics; Physics; Classical mechanics; Thermodynamics; Materials science; Mathematics; Turbulence; Geometry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003748953,0.0004018252,0.0005418063,0.0004503375,0.0005168597,0.001151261,0.0004368769,0.0005263546,0.0009434628],"category_scores_gemma":[0.001064751,0.0002405142,0.0005072886,0.0002508199,0.001270063,0.0007797606,0.0008985919,0.0004775033,0.0001512068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006167223,"about_ca_system_score_gemma":0.0003735518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002077052,"about_ca_topic_score_gemma":0.0005815457,"domain_scores_codex":[0.999842,0.00003547011,0.000008448286,0.00002590615,0.00004668585,0.00004140364],"domain_scores_gemma":[0.9994833,0.0002098031,0.000105931,0.00005398455,0.0000536491,0.00009324225],"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":[0.0006205526,0.0002517269,0.004451343,0.0001183136,0.0000979515,0.0006320468,0.0001993855,0.858825,0.09997556,0.02862031,0.0002497513,0.00595818],"study_design_scores_gemma":[0.00009619741,0.0001297439,0.0005927334,0.000003124495,0.00001540161,0.00004288741,0.00002063715,0.9859729,0.01099694,0.001905716,0.000210619,0.00001323826],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9756613,0.0000916256,0.02075824,0.00008696018,0.00003796872,0.00002609679,0.00002156759,0.00007844085,0.003237952],"genre_scores_gemma":[0.9981545,0.00002657262,0.001431343,0.00001282106,0.000005623516,0.000004981674,0.00001234675,0.000005999712,0.0003458939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002077052,"threshold_uncertainty_score":0.004474699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009537025355945302,"score_gpt":0.1865558744066302,"score_spread":0.1770188490506849,"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."}}