{"id":"W4242374966","doi":"10.1115/gt2012-70081","title":"Effects of Scalloping on the Mixing Mechanisms of Forced Mixers With Highly Swirling Core Flow","year":2012,"lang":"en","type":"article","venue":"","topic":"Computational Fluid Dynamics and Aerodynamics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; National Research Council Canada","funders":"National Research Council Canada; Pratt and Whitney Canada","keywords":"Mechanics; Vortex; Mixing (physics); Suction; Inlet; Thrust; Materials science; Turbulence; Turbofan; Nozzle; Vortex generator; Physics; Aerospace engineering; Mechanical engineering; Meteorology; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001172502,0.0001040641,0.0001377876,0.00005076591,0.00003269824,0.000006284632,0.0000899587,0.00003192343,0.000004539002],"category_scores_gemma":[0.00001556111,0.0000684628,0.00004555202,0.0001263681,0.00001555537,0.00004935888,0.00001949435,0.00007928668,0.000001612194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002854232,"about_ca_system_score_gemma":0.000007766138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008632273,"about_ca_topic_score_gemma":0.000006793111,"domain_scores_codex":[0.9994491,0.000008157022,0.0001501923,0.00006547348,0.000163113,0.0001639271],"domain_scores_gemma":[0.9994619,0.000335841,0.00003101809,0.0001009964,0.00003602673,0.00003425649],"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":[0.00001112491,0.00001834575,0.0001247557,0.0001818473,0.00006490562,5.217042e-7,0.00015996,0.6973363,0.09512175,0.2060505,0.000009522872,0.0009204489],"study_design_scores_gemma":[0.0001925797,0.00004639016,0.001210251,0.0001530206,0.00001749263,0.000001306103,0.00004180491,0.9610264,0.03629854,0.0009149132,0.000003162688,0.00009412537],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5904607,0.00002122406,0.4086819,0.00001685973,0.0001244146,0.0001074998,0.00000166113,0.00003625725,0.0005494416],"genre_scores_gemma":[0.9821526,0.000005865435,0.01773991,0.00002750331,0.00002327926,0.000005528684,0.000004834874,0.00002253626,0.00001789378],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3916919,"threshold_uncertainty_score":0.2791832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005826500179932336,"score_gpt":0.1812407137088185,"score_spread":0.1754142135288861,"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."}}