{"id":"W1995822172","doi":"10.1115/gt2014-25691","title":"Computational and Experimental Study of the Effect of Inlet Swirl on Mixing Mechanisms in an Axisymmetric Lobed Mixer","year":2014,"lang":"en","type":"article","venue":"","topic":"Fluid Dynamics and Turbulent Flows","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Inflow; Mechanics; Turbulence; Instability; Vorticity; Inlet; Rotational symmetry; Materials science; Vortex; Physics; Geology","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":[0.0003556199,0.0002877133,0.0003404814,0.0002149511,0.0004457597,0.0005176155,0.0003704141,0.0002745772,0.00105343],"category_scores_gemma":[0.0008099824,0.0001892792,0.0002462634,0.00024143,0.0005487503,0.0003321185,0.000431247,0.0002973968,0.0001018158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000366562,"about_ca_system_score_gemma":0.0002988182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0010854,"about_ca_topic_score_gemma":0.001425943,"domain_scores_codex":[0.9998822,0.00002167265,0.00001104141,0.00002452168,0.00003386293,0.00002659927],"domain_scores_gemma":[0.9995615,0.0002088411,0.0000727215,0.00005221276,0.00006497567,0.00003977436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001497513,0.0006049544,0.02407929,0.0002002447,0.00003528309,0.0004299357,0.0003180262,0.229042,0.7280576,0.001650714,0.0002180746,0.01386628],"study_design_scores_gemma":[0.0001236454,0.002096115,0.01921485,0.00001460396,0.00003090689,0.00008704293,0.0002579057,0.5854849,0.3918176,0.0002882921,0.0005328726,0.00005129395],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979793,0.00001971777,0.001285075,0.00001243625,0.000003088155,0.00000765701,0.00004429105,0.00002498436,0.0006233481],"genre_scores_gemma":[0.998549,0.00001692326,0.001246873,0.000005284308,0.000001182148,0.000007544061,0.00004089459,0.000004772682,0.0001274986],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0010854,"threshold_uncertainty_score":0.003524065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004725114710002863,"score_gpt":0.2134948764332049,"score_spread":0.2087697617232021,"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."}}