{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001958252,0.0001253547,0.0001479343,0.00005508498,0.0002174988,0.0000394184,0.0001433593,0.00006994168,0.0001160591],"category_scores_gemma":[0.0000207733,0.0001128782,0.0001017895,0.0001275493,0.00003996451,0.0001852911,0.00001240969,0.000327668,0.0001361979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003200688,"about_ca_system_score_gemma":0.00001320215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002998731,"about_ca_topic_score_gemma":7.830083e-7,"domain_scores_codex":[0.9991246,0.00002944207,0.000226696,0.00008142043,0.0002146975,0.0003230814],"domain_scores_gemma":[0.9996168,0.00002017063,0.0000211264,0.0001296545,0.0000323676,0.0001798555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001313048,0.00005881343,0.01443967,0.0000207453,0.00009310475,0.0003379514,0.0007061573,0.0007543663,0.7939134,0.00006111892,0.1823643,0.007237324],"study_design_scores_gemma":[0.003008113,0.0001323745,0.007560271,0.00008782113,0.0001154321,0.005255153,0.0001599,0.03001414,0.7309638,0.00146426,0.220282,0.0009566366],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9739681,0.00530652,0.01929415,0.0001519424,0.0003773621,0.00003766717,0.000002215227,0.0001502076,0.0007118522],"genre_scores_gemma":[0.9974549,0.0008816036,0.001232181,0.0001056991,0.0002269977,0.000002010514,0.000002458347,0.00003226678,0.00006192944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06294951,"threshold_uncertainty_score":0.460304,"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."}}