{"id":"W2408783293","doi":"10.2514/6.2016-3260","title":"Reynolds Number Effect of Leading Edge Tubercles on Airfoil Aerodynamics","year":2016,"lang":"en","type":"article","venue":"34th AIAA Applied Aerodynamics Conference","topic":"Fluid Dynamics and Turbulent Flows","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"Airfoil; Aerodynamics; Reynolds number; Leading edge; Aerospace engineering; Computer science; Physics; Mechanics; Engineering; Turbulence","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":[0.0004375918,0.00067385,0.0008541656,0.0001922922,0.0001046939,0.00006411846,0.0006622436,0.0003634185,0.0001718401],"category_scores_gemma":[0.00006081498,0.0005214908,0.0002016634,0.0003460569,0.0002175602,0.0001482945,0.0001373318,0.0004064103,0.00056464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002608535,"about_ca_system_score_gemma":0.00005297309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001720496,"about_ca_topic_score_gemma":0.0001116935,"domain_scores_codex":[0.9973099,0.00005812047,0.0006937507,0.0006609095,0.0004815726,0.0007957862],"domain_scores_gemma":[0.99809,0.0004952853,0.000137721,0.0009457784,0.0001065327,0.0002246356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005356672,0.0002276441,0.009511882,0.001224168,0.000490656,0.000035742,0.0003755513,0.07160315,0.2593397,0.5008013,0.00114654,0.154708],"study_design_scores_gemma":[0.004564531,0.0005304688,0.007170361,0.001038929,0.0001915545,0.00002802835,0.00002874605,0.9588009,0.01964888,0.004432027,0.001274713,0.002290855],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.931496,0.0000363888,0.01426973,0.00006856087,0.0007848524,0.0005152214,0.0001501946,0.0005249141,0.05215413],"genre_scores_gemma":[0.9980965,0.0003153681,0.0005507373,0.00003891406,0.0001034822,0.00009692486,0.00006303813,0.0001506882,0.0005843265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8871977,"threshold_uncertainty_score":0.9997237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005855084416989722,"score_gpt":0.2031998231901074,"score_spread":0.1973447387731176,"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."}}