{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001610977,0.0003150699,0.0004963038,0.0008521021,0.0007458357,0.001252895,0.0006091822,0.0006996148,0.003272545],"category_scores_gemma":[0.0005383262,0.00037394,0.0002241065,0.0003242151,0.001408207,0.0005278931,0.0006030776,0.0003953957,0.000544516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007363134,"about_ca_system_score_gemma":0.0008258905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001977189,"about_ca_topic_score_gemma":0.001132985,"domain_scores_codex":[0.9998564,0.00002635173,0.000005569489,0.00002766375,0.00002955439,0.00005442229],"domain_scores_gemma":[0.9995565,0.00006643238,0.00008551859,0.00004526387,0.0001041859,0.0001421084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001290057,0.0007200805,0.01735314,0.0001080513,0.00004297651,0.0009224993,0.0003375115,0.6861311,0.09948659,0.1709725,0.002374756,0.02026075],"study_design_scores_gemma":[0.0001020687,0.0004026772,0.02523628,0.00001775968,0.00001308597,0.000168549,0.0001760267,0.9527172,0.005424638,0.01467144,0.001000474,0.00006985825],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9616117,0.0001898629,0.02140404,0.0001264547,0.00003456975,0.00004533615,0.0002208297,0.0002894186,0.01607771],"genre_scores_gemma":[0.9953579,0.00004442397,0.002100009,0.000009739898,0.00001289282,0.00001121327,0.00007647876,0.00001880391,0.002368474],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003272545,"threshold_uncertainty_score":0.0109477,"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."}}