{"id":"W4400288452","doi":"10.1121/10.0027293","title":"Identifying noise control strategies for variable air volume (VAV) boxes in acute care hospital design","year":2024,"lang":"en","type":"article","venue":"The Journal of the Acoustical Society of America","topic":"Noise Effects and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Variable air volume; Volume (thermodynamics); Acute care; Variable (mathematics); Noise (video); Noise control; Control (management); Medicine; Environmental science; Computer science; Mathematics; Engineering; Air conditioning; Health care; Artificial intelligence; Noise reduction; Mechanical engineering; Physics; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003296271,0.0007627702,0.0003877872,0.001017195,0.0005073447,0.001467457,0.0008279947,0.0005308661,0.001497875],"category_scores_gemma":[0.009286675,0.0003943742,0.000343569,0.0003545895,0.0003320954,0.0009888046,0.0008815398,0.0003309039,0.0003001587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001139619,"about_ca_system_score_gemma":0.0016557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004722998,"about_ca_topic_score_gemma":0.01025377,"domain_scores_codex":[0.9970695,0.001595932,0.0001468293,0.0002554204,0.0007282402,0.0002040734],"domain_scores_gemma":[0.9951627,0.002687806,0.0008053221,0.000171383,0.001035329,0.0001375006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001394397,0.001692244,0.07502456,0.001591921,0.00009709805,0.0002192584,0.002499991,0.2560568,0.09094071,0.005761934,0.001442235,0.5632789],"study_design_scores_gemma":[0.000252185,0.009190609,0.1604962,0.0008489425,0.000414415,0.0003738128,0.009923312,0.7065662,0.08894676,0.006247108,0.01649243,0.0002479434],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7322058,0.0007541293,0.2574681,0.0002307485,0.00003044554,0.0007769897,0.00009067922,0.0002778181,0.008165253],"genre_scores_gemma":[0.8972128,0.0003012356,0.1007888,0.00003257062,0.000006713403,0.0002243726,0.00006709631,0.00003230437,0.001334053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004722998,"threshold_uncertainty_score":0.01743257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01942904127807582,"score_gpt":0.343321980161799,"score_spread":0.3238929388837232,"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."}}