{"id":"W4401980865","doi":"10.1115/gt2024-129402","title":"Effect of Geometry Modification of a Double Entrance Y-Duct Inlet on Aerodynamic Performance With High Speed Flow","year":2024,"lang":"en","type":"article","venue":"","topic":"Turbomachinery Performance and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Defence Research and Development Canada; Royal Military College of Canada","funders":"","keywords":"Aerodynamics; Inlet; Duct (anatomy); Mechanics; Flow (mathematics); Computer science; Materials science; Mechanical engineering; Geometry; Physics; Engineering; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0001314684,0.0001350914,0.000177032,0.0001844288,0.00001590608,0.00001324402,0.00008384111,0.00004965001,0.00006041615],"category_scores_gemma":[0.000002008787,0.00009532944,0.00003146534,0.000462676,0.00002344788,0.0002441727,0.000005720188,0.0001093032,0.00002290193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003648471,"about_ca_system_score_gemma":0.000009643699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001189282,"about_ca_topic_score_gemma":0.000004568129,"domain_scores_codex":[0.9993863,0.000008719247,0.0001850315,0.0001313939,0.0001605234,0.0001280939],"domain_scores_gemma":[0.9997035,0.00003442039,0.0000241183,0.0001928382,0.00002316764,0.00002195467],"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":[0.0002017837,0.00001113417,0.001104415,0.001042754,0.00003605591,5.966037e-7,0.00007604315,0.9790641,0.008320778,0.0001689362,0.00006505311,0.009908337],"study_design_scores_gemma":[0.0004744819,0.0003803208,0.004566696,0.0001680119,0.00002317926,0.000002527038,0.000001959028,0.816141,0.17811,0.000001384326,0.00003738267,0.00009305849],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924611,0.0001979295,0.005092395,0.00001265855,0.000197178,0.0002013766,0.00000843664,0.0001836224,0.001645309],"genre_scores_gemma":[0.9987541,0.00021927,0.0007612445,0.000003472982,0.00003554881,0.000009131939,0.00004976598,0.00002557708,0.0001418996],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1697892,"threshold_uncertainty_score":0.3887422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00397795127294707,"score_gpt":0.2025785137115506,"score_spread":0.1986005624386036,"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."}}