{"id":"W2946699692","doi":"10.2514/6.2019-2714","title":"Fan Broadband Noise Computation at Transonic Regime","year":2019,"lang":"en","type":"article","venue":"","topic":"Aerodynamics and Acoustics in Jet Flows","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Transonic; Computation; Broadband; Computer science; Noise (video); Acoustics; Telecommunications; Aerospace engineering; Engineering; Aerodynamics; Physics; Artificial intelligence; Algorithm","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":[0.00003842131,0.00008326383,0.00009035941,0.00002562276,0.00002309263,0.00001647567,0.0000621233,0.00004908669,0.0003269213],"category_scores_gemma":[0.000001405128,0.00007925437,0.00003386771,0.00005554407,0.000008448646,0.00004431105,0.00001044527,0.00006923163,0.0004588847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000559208,"about_ca_system_score_gemma":0.000003696509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003955539,"about_ca_topic_score_gemma":0.00001716934,"domain_scores_codex":[0.9995739,0.000003638619,0.0001020905,0.0001014338,0.00008171176,0.0001371671],"domain_scores_gemma":[0.9998057,0.00002240181,0.000008396033,0.0001134156,0.00001324487,0.00003687687],"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":[0.000006187435,0.00001318583,0.0008996559,0.00008614931,0.00002965244,0.000003240971,0.0001745172,0.9441091,0.04486202,0.001640735,0.00320064,0.004974896],"study_design_scores_gemma":[0.0002755825,0.00001645859,0.001840035,0.000009660432,0.000007329735,0.000003449087,0.0000136179,0.9941952,0.0007509081,0.0002452988,0.002503634,0.0001388846],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8469607,0.00007277817,0.09608121,0.00002879622,0.0004129724,0.0001099172,0.000005150045,0.0002150735,0.05611346],"genre_scores_gemma":[0.9938338,0.00003181657,0.001666741,0.00003255334,0.0000352854,0.000002071874,0.00001668458,0.00002380049,0.004357222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1468732,"threshold_uncertainty_score":0.5898188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00440412181392785,"score_gpt":0.1899835594818604,"score_spread":0.1855794376679325,"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."}}