{"id":"W4367276887","doi":"10.1121/10.0018469","title":"Tonal noise case study: Locating the source of tones on HVAC equipment","year":2023,"lang":"en","type":"article","venue":"The Journal of the Acoustical Society of America","topic":"Noise Effects and Management","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Soft dB (Canada)","funders":"","keywords":"Acoustics; Noise (video); Gas compressor; Environmental science; Computer science; Sound power; Range (aeronautics); Harmonics; Sound intensity; Sound (geography); Engineering; Physics; Electrical engineering; Voltage; 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":[],"consensus_categories":[],"category_scores_codex":[0.003180374,0.0001364961,0.0003565153,0.00002333867,0.0008520128,0.000005891888,0.0006135278,0.00004690812,0.00008218028],"category_scores_gemma":[0.0003796322,0.00005557866,0.0003048195,0.000419332,0.0003623007,0.00003170533,0.0006367688,0.0007684766,0.00001847325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008845883,"about_ca_system_score_gemma":0.000125152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005873648,"about_ca_topic_score_gemma":0.000004942402,"domain_scores_codex":[0.9972536,0.0008974907,0.0006919137,0.00009371476,0.000725603,0.0003376995],"domain_scores_gemma":[0.994909,0.003515671,0.0008755817,0.0004376696,0.0001877263,0.00007434996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.001181348,0.002413769,0.00422199,0.00123357,0.002600219,0.0001238858,0.1317712,0.1654113,0.01874703,0.0001380126,0.5673994,0.1047582],"study_design_scores_gemma":[0.003337497,0.004139309,0.01702244,0.001551905,0.002057855,0.0001552944,0.8392958,0.1153234,0.0004839814,0.00107992,0.01516013,0.000392439],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9579012,0.0001148544,0.01494918,0.02475887,0.0006887064,0.001136073,0.000006579429,0.0000238195,0.0004207049],"genre_scores_gemma":[0.9953398,0.0001327727,0.0006548233,0.002720854,0.0003194548,0.00001107315,1.891397e-7,0.00001889601,0.0008021821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7075246,"threshold_uncertainty_score":0.6553079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04661987963198481,"score_gpt":0.3896919686086345,"score_spread":0.3430720889766496,"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."}}