{"id":"W2008525008","doi":"10.1007/s00348-002-0573-x","title":"Study of the flow around surface-mounted pyramids","year":2003,"lang":"en","type":"article","venue":"Experiments in Fluids","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Wake; Vortex shedding; Vortex; Mechanics; Turbulence; Physics; Boundary layer; Geometry; Pyramid (geometry); Flow (mathematics); Flow separation; Optics; Materials science; Boundary (topology); Reynolds number; Mathematics","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":[0.0001285559,0.0001183089,0.0001628453,0.00008150432,0.00003881528,0.00002269947,0.000162352,0.00004434952,0.0001114664],"category_scores_gemma":[0.00001622389,0.00009557689,0.0000504594,0.0005446787,0.00003260124,0.0000675149,0.00002524926,0.00008940944,0.000009428548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001073332,"about_ca_system_score_gemma":0.00001672585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000291878,"about_ca_topic_score_gemma":0.00004722348,"domain_scores_codex":[0.9991816,0.00006255652,0.0002824923,0.0001291151,0.0002012545,0.0001429419],"domain_scores_gemma":[0.9995673,0.00001262002,0.00001642678,0.0003556524,0.00002091677,0.00002706198],"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":[0.000006351073,0.0004855657,0.02188369,0.000008156228,0.00013061,0.000003015366,0.005295867,0.898055,0.07084263,0.002864823,0.0003572293,0.00006701584],"study_design_scores_gemma":[0.0007509767,0.00004375536,0.002364825,0.000009252895,0.00001107079,5.786169e-7,0.002805708,0.9584062,0.03497154,0.00004842233,0.0004564766,0.0001311875],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916026,0.0002615904,0.0008850865,0.000006757579,0.0003881653,0.0001858382,0.000002279938,0.00003938069,0.006628307],"genre_scores_gemma":[0.9990649,0.00000848772,0.0004100048,0.00001853344,0.000008947315,0.00001253165,0.000001952045,0.00002001257,0.000454692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06035117,"threshold_uncertainty_score":0.3897513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01472934301499431,"score_gpt":0.2704350584716969,"score_spread":0.2557057154567026,"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."}}