{"id":"W4389244215","doi":"10.3397/in_2023_0206","title":"Wideband fast multipole boundary element method for flow-induced noise analysis based on Lighthill's equation","year":2023,"lang":"en","type":"article","venue":"NOISE-CON proceedings","topic":"Acoustic Wave Phenomena Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cybernet Systems Corporation (Canada)","funders":"","keywords":"Boundary element method; Noise (video); Multipole expansion; Flow (mathematics); Computer science; Fast multipole method; Boundary (topology); Wideband; Finite element method; Algorithm; Acoustics; Mathematical analysis; Mathematics; Geometry; Physics; Electronic engineering; Engineering; Artificial intelligence","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001340038,0.0003618219,0.0004666859,0.00112764,0.0002616801,0.0002400414,0.0003273765,0.0001740001,0.00016017],"category_scores_gemma":[0.0003684539,0.0003614337,0.0002429772,0.002054515,0.000031494,0.0002556393,0.00006416132,0.0003137398,0.0001642437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004278654,"about_ca_system_score_gemma":0.00007613192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000314167,"about_ca_topic_score_gemma":0.000006955174,"domain_scores_codex":[0.9974163,0.00001870947,0.0005010811,0.0005953573,0.0006780844,0.0007904533],"domain_scores_gemma":[0.9986467,0.000407469,0.00009156959,0.0002498236,0.0003636115,0.0002408102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003157143,0.0001494076,0.001243065,0.0009139023,0.0009960713,0.000005515026,0.002029926,0.3239666,0.6125792,0.0003289065,0.01153457,0.04593714],"study_design_scores_gemma":[0.001186588,0.0001789889,0.00108019,0.00004218086,0.0002799241,3.752291e-7,0.0002511828,0.9327675,0.06020075,0.0003296341,0.003312591,0.0003701415],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1999266,0.0000485134,0.7879674,0.001236145,0.0003747429,0.002615109,0.0001469902,0.001690562,0.005993896],"genre_scores_gemma":[0.9601563,0.00001022249,0.03754012,0.000194038,0.0002845707,0.000895146,0.0002183973,0.0001406936,0.0005604694],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7602298,"threshold_uncertainty_score":0.9998838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03327929901440982,"score_gpt":0.2981386217586575,"score_spread":0.2648593227442476,"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."}}