{"id":"W4399596002","doi":"10.4271/2024-01-2937","title":"HVAC Blower: A Steady State RANS Noise Prediction Method","year":2024,"lang":"en","type":"article","venue":"SAE International Journal of Advances and Current Practices in Mobility","topic":"Aerodynamics and Acoustics in Jet Flows","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Volvo (Canada)","funders":"","keywords":"Reynolds-averaged Navier–Stokes equations; HVAC; Noise (video); Engineering; Automotive engineering; Computer science; Air conditioning; Computational fluid dynamics; Mechanical engineering; Aerospace engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004933884,0.0009046971,0.0006493092,0.0003659443,0.0003524853,0.0008079004,0.001313051,0.001218348,0.005478163],"category_scores_gemma":[0.001204295,0.0005784599,0.0006237729,0.0002600518,0.0002207029,0.0006090292,0.0006638982,0.00120834,0.002555988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002800283,"about_ca_system_score_gemma":0.001012424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0150723,"about_ca_topic_score_gemma":0.008054213,"domain_scores_codex":[0.9998261,0.00003322156,0.00001174201,0.00004377061,0.00006542296,0.00001966278],"domain_scores_gemma":[0.9997197,0.00007927067,0.00002878945,0.00002888901,0.0001233672,0.00001991036],"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":[0.0002290092,0.0001455524,0.001834378,0.0001223393,0.00008566464,0.000172549,0.00007662922,0.8065813,0.009021998,0.00253697,0.006009219,0.1731844],"study_design_scores_gemma":[0.00000443715,0.000009531977,0.0000647491,0.000002249592,0.000001649873,0.000003738201,0.00000366116,0.9992901,0.0002777902,0.00008803325,0.0002512013,0.000002852726],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03178312,0.0002122493,0.9588587,0.000155139,0.0001221706,0.000116132,0.0003475058,0.005229918,0.003175117],"genre_scores_gemma":[0.459198,0.0002600724,0.5251298,0.0001880954,0.0001250712,0.0003020128,0.002506145,0.0007722816,0.01151847],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0150723,"threshold_uncertainty_score":0.02996916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0143233142440203,"score_gpt":0.3524249454458057,"score_spread":0.3381016312017854,"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."}}