{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000291533,0.00007962538,0.000128525,0.0002183364,0.00001490145,0.00001296056,0.00006737469,0.00007054241,0.0001498172],"category_scores_gemma":[0.00000808273,0.00007527097,0.00009151195,0.0001257365,0.0000105956,0.0001938439,0.000003483241,0.0002540118,0.00000928733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001028762,"about_ca_system_score_gemma":0.00001931813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002450327,"about_ca_topic_score_gemma":0.00002317082,"domain_scores_codex":[0.9991795,0.00000675835,0.0003811984,0.00004863971,0.0002261405,0.0001577832],"domain_scores_gemma":[0.9997687,0.00003014953,0.00003178109,0.00005494557,0.0000423171,0.0000721433],"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":[0.00007441001,0.00009493552,0.005822027,0.00003947485,0.00006150193,0.0002276419,0.0004325796,0.9739311,0.006881028,0.0002784515,0.005556388,0.006600434],"study_design_scores_gemma":[0.001338182,0.0001018332,0.1588397,0.0001130502,0.00001872011,0.0001901769,0.00002338164,0.8316458,0.0004310212,0.000582682,0.006578675,0.0001367254],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.958682,0.0005034136,0.03683465,0.0001538985,0.001195721,0.00004943193,0.00001518191,0.00003359419,0.00253212],"genre_scores_gemma":[0.997016,0.00006056305,0.002407196,0.00005354667,0.0003777446,4.001602e-7,0.000003708615,0.00001538692,0.00006541202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1530177,"threshold_uncertainty_score":0.3069461,"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."}}