{"id":"W7117299423","doi":"10.1016/j.ijheatfluidflow.2025.110207","title":"Direct numerical simulation of installation effects on airfoil noise","year":2025,"lang":"en","type":"article","venue":"International Journal of Heat and Fluid Flow","topic":"Aerodynamics and Acoustics in Jet Flows","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure; Université de Sherbrooke","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Airfoil; Trailing edge; Boundary layer; Reynolds number; Boundary layer thickness; Turbulence; Angle of attack; Direct numerical simulation; Reynolds stress; Noise (video)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001040576,0.00007602432,0.0001433745,0.0001690895,0.0000177058,0.00001971832,0.0000915295,0.00004615003,0.000008938757],"category_scores_gemma":[0.00007905148,0.00006726342,0.00005810699,0.00006560277,0.0000135227,0.0000812635,0.00001613404,0.0001021354,0.000001084192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006037155,"about_ca_system_score_gemma":0.00001532463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001839953,"about_ca_topic_score_gemma":7.911764e-7,"domain_scores_codex":[0.999395,0.00001290543,0.0002709486,0.00005416329,0.0002067521,0.00006023085],"domain_scores_gemma":[0.9995238,0.0002010845,0.00003245912,0.00004841157,0.0001654779,0.00002875688],"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":[0.00007217246,0.00002638782,0.0006843748,0.00003116983,0.0001009696,0.000009758183,0.00004559457,0.9555621,0.01320068,0.0003057766,0.000237245,0.02972378],"study_design_scores_gemma":[0.0004643383,0.00007056248,0.004735152,0.0001873572,0.00002006758,0.000004685405,0.00000452346,0.9896961,0.003578712,0.0003131669,0.0008704948,0.00005485181],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7598764,0.0004920098,0.2312481,0.0001906813,0.002473478,0.00006461344,0.00001171625,0.00002084518,0.005622232],"genre_scores_gemma":[0.9986598,0.0001683148,0.0008699012,0.00005823621,0.000200109,6.445308e-7,0.000004078543,0.000007583596,0.00003135978],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2387834,"threshold_uncertainty_score":0.2742923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004021756833079732,"score_gpt":0.235910367573354,"score_spread":0.2318886107402743,"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."}}