{"id":"W1967426282","doi":"10.1007/s11630-004-0034-3","title":"Structure of channel flows with surface mounted ribs","year":2004,"lang":"en","type":"article","venue":"Journal of Thermal Science","topic":"Fluid Dynamics and Turbulent Flows","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Moncton","funders":"","keywords":"Reynolds number; Rib cage; Flow (mathematics); Mechanics; Geometry; Flow visualization; Open-channel flow; Perpendicular; Computer simulation; Channel (broadcasting); Geology; Physics; Mathematics; Computer science; Structural engineering; Telecommunications; Turbulence; Engineering","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":[0.0001734186,0.00008290528,0.0001386885,0.00007617824,0.0000421752,0.00002540814,0.0003486205,0.00002693236,0.00002522532],"category_scores_gemma":[0.00001076406,0.00005413326,0.0000380474,0.0003523272,0.00009878564,0.0002961042,0.00002033687,0.0001503198,0.000001223932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007814648,"about_ca_system_score_gemma":0.00008136829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001331898,"about_ca_topic_score_gemma":0.0000122994,"domain_scores_codex":[0.9991761,0.000004320102,0.0001939263,0.00006279407,0.0003860994,0.0001768015],"domain_scores_gemma":[0.9995787,0.000007360133,0.00008581759,0.0001063641,0.0001365242,0.00008527992],"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":[0.00001003869,0.000006958765,0.000072091,0.000006511728,0.000008052162,0.000006469858,0.0001512279,0.6916875,0.3078297,0.00009394056,0.000002988916,0.0001245572],"study_design_scores_gemma":[0.0009371121,0.0002789489,0.01659648,0.0001167793,0.00002031029,0.0001859158,0.00005093946,0.8899181,0.09121966,0.000434613,0.000052553,0.0001886285],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997689,0.0001620252,0.001391756,0.00005672127,0.0003054458,0.00003628659,0.000006057546,0.00001070068,0.0003419727],"genre_scores_gemma":[0.9972795,0.00001533707,0.002631981,0.00001268509,0.00004534251,4.978301e-8,1.409252e-7,0.000008399724,0.000006611415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.21661,"threshold_uncertainty_score":0.2207491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00411832355876818,"score_gpt":0.1951822558831011,"score_spread":0.1910639323243329,"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."}}