{"id":"W1982610086","doi":"10.2514/1.22939","title":"Drag Prediction in Transitional Flow Over Airfoils","year":2007,"lang":"en","type":"article","venue":"Journal of Aircraft","topic":"Fluid Dynamics and Turbulent Flows","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Airfoil; Drag; Freestream; Mechanics; Turbulence; Intermittency; Flow (mathematics); Parasitic drag; Laminar flow; Compressibility; Drag coefficient; Physics; Reynolds number","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":[0.0002216225,0.0004115953,0.0003194422,0.0003441766,0.000335759,0.0004046595,0.0003741999,0.0004114594,0.0003435182],"category_scores_gemma":[0.0004664646,0.0001267538,0.0003756382,0.0001604913,0.0002679183,0.0003378589,0.0003274975,0.0003212239,0.00007333151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002654906,"about_ca_system_score_gemma":0.0004373371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003883558,"about_ca_topic_score_gemma":0.00253669,"domain_scores_codex":[0.9999297,0.00001778976,0.000003621358,0.00001087178,0.00002452113,0.00001357818],"domain_scores_gemma":[0.9998537,0.00005846032,0.00002157527,0.00002199564,0.00002499936,0.00001922949],"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":[0.0002577173,0.0001370768,0.007021553,0.00008302703,0.00002873667,0.0002815817,0.0001153552,0.9088715,0.05686348,0.005508043,0.0004869886,0.02034482],"study_design_scores_gemma":[0.00000672433,0.00004868859,0.0009411117,0.000001851981,0.000002207431,0.00002303735,0.000004853165,0.9950062,0.003726953,0.0001295974,0.0001028199,0.000006022031],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8414409,0.0001797907,0.1548515,0.00006458247,0.0000480665,0.00004325583,0.0001399957,0.0006103448,0.002621654],"genre_scores_gemma":[0.9916531,0.00003557963,0.007921056,0.000006427391,0.000003706878,0.00001464832,0.000056734,0.00001481593,0.000293893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003883558,"threshold_uncertainty_score":0.007721961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004046630632810294,"score_gpt":0.1961602286255382,"score_spread":0.1921135979927279,"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."}}