{"id":"W2114117618","doi":"10.1016/j.cej.2007.02.015","title":"An experimental method of examining three-dimensional swirling flows in gas cyclones by 2D-PIV","year":2007,"lang":"en","type":"article","venue":"Chemical Engineering Journal","topic":"Cyclone Separators and Fluid Dynamics","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Mechanics; Plane (geometry); Perpendicular; Turbulence; Particle image velocimetry; Planar; Flow (mathematics); Physics; Radial velocity; Meteorology; Geometry; Mathematics; Computer science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005756736,0.0002584417,0.0003541686,0.000204118,0.00003057588,0.0000308498,0.000211465,0.0001696251,0.00003454598],"category_scores_gemma":[0.00003514332,0.0002727781,0.00008589228,0.0002427525,0.00001938508,0.00020032,0.0000342675,0.0006053026,0.000001810013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001760695,"about_ca_system_score_gemma":0.00001585192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009298051,"about_ca_topic_score_gemma":0.000002758278,"domain_scores_codex":[0.998441,0.000008956126,0.0006087444,0.0001870432,0.0002801757,0.0004740898],"domain_scores_gemma":[0.9993714,0.0001187858,0.00005065325,0.0001636952,0.00003408832,0.000261397],"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":[0.00001452141,0.00004628479,0.0003181071,0.00001644677,0.00001732337,0.00002590547,0.0001146423,0.2999904,0.6978099,0.0000208417,0.00003901533,0.001586602],"study_design_scores_gemma":[0.0003927338,0.00003097247,0.0002266056,0.00006583238,0.000006578212,0.0001740071,0.00003230822,0.6089398,0.3898532,0.00001258785,0.0000554781,0.0002099145],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7086577,0.0009777235,0.2898996,0.000002649929,0.0002896092,0.00004176948,0.00000396013,0.00008204007,0.00004490304],"genre_scores_gemma":[0.8811648,0.00001234999,0.1185179,0.000007380021,0.0002198251,0.000002497445,0.0000104892,0.00006309563,0.000001648738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3089494,"threshold_uncertainty_score":0.9999725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008056717784276446,"score_gpt":0.245903725524059,"score_spread":0.2378470077397826,"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."}}