{"id":"W4282588736","doi":"10.2514/6.2022-2859","title":"Aeroacoustic investigation of automotive engine cooling modules using the Lattice-Boltzmann Method","year":2022,"lang":"en","type":"article","venue":"28th AIAA/CEAS Aeroacoustics 2022 Conference","topic":"Aerodynamics and Acoustics in Jet Flows","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Overheating (electricity); Automotive engineering; Acoustics; Noise (video); Duct (anatomy); Automotive engine; Wind tunnel; Computation; Mach number; Anechoic chamber; Automotive industry; Mechanical engineering; Engineering; Computer science; Aerospace engineering; Electrical engineering; Physics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001183763,0.0005045786,0.000588661,0.0002572,0.0006752929,0.0001054917,0.0009243985,0.0001444063,0.0003824931],"category_scores_gemma":[0.0003884959,0.0004890729,0.0001585171,0.0009241807,0.0002551211,0.0001533997,0.0005090461,0.001192739,0.000005713472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003524694,"about_ca_system_score_gemma":0.0002548562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007232793,"about_ca_topic_score_gemma":0.00002002535,"domain_scores_codex":[0.9967396,0.0002836109,0.0008243532,0.0005375597,0.00092412,0.0006908082],"domain_scores_gemma":[0.9974216,0.0007512969,0.0003064493,0.0008091848,0.0005168907,0.0001945432],"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":[0.00001809235,0.00003855832,0.00009883896,0.0001665094,0.0001413208,0.00001769734,0.0009988543,0.9624037,0.03097166,0.003521271,0.0004098157,0.00121367],"study_design_scores_gemma":[0.0003744079,0.00008529056,0.0003959214,0.00006123963,0.0003547332,0.00003648683,0.001733642,0.9919303,0.001394029,0.002942753,0.0001738685,0.000517316],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2184355,0.0004570612,0.7778466,0.00007089954,0.001395668,0.0004894535,0.0005073905,0.0002791483,0.0005183005],"genre_scores_gemma":[0.9322057,0.0001039999,0.06687114,0.0001526764,0.0002005597,0.00008493548,0.0001106914,0.0001245363,0.0001457288],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7137702,"threshold_uncertainty_score":0.9997561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02538554690886896,"score_gpt":0.249622120256783,"score_spread":0.224236573347914,"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."}}