{"id":"W2006944482","doi":"10.1121/1.2935033","title":"Noise reduction in an operating room: A case study","year":2008,"lang":"en","type":"article","venue":"The Journal of the Acoustical Society of America","topic":"Noise Effects and Management","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Acoustics; Noise reduction; Materials science; Noise (video); Reduction (mathematics); Neurosurgery; Noise control; Computer science; Medicine; Surgery; Physics","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":[0.001586342,0.00009409943,0.0002720088,0.00002016031,0.000763245,0.000003910969,0.0002891212,0.00004500216,0.00005177758],"category_scores_gemma":[0.0001705004,0.00004592229,0.0001303977,0.0002602574,0.0001760445,0.000111756,0.0001862581,0.0007903654,0.000003464068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001127847,"about_ca_system_score_gemma":0.0001263593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001043837,"about_ca_topic_score_gemma":0.00001395323,"domain_scores_codex":[0.9977511,0.001057906,0.0005571523,0.0000787742,0.0003270882,0.0002279621],"domain_scores_gemma":[0.9986449,0.0004110705,0.0004389602,0.0002791334,0.0001521029,0.0000738605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00116302,0.008390756,0.04642701,0.0006038235,0.0009700806,0.001007822,0.4844441,0.1161398,0.09208032,0.00001965318,0.2018307,0.04692286],"study_design_scores_gemma":[0.004460302,0.003909632,0.04527475,0.0004671417,0.0007309017,0.00207971,0.8191355,0.1222026,0.0001489538,0.0002048545,0.001044952,0.0003406938],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905224,0.00005415345,0.005933265,0.002453898,0.0003393099,0.0005867946,9.886585e-7,0.000007094461,0.0001021155],"genre_scores_gemma":[0.9935828,0.00009446966,0.004936997,0.0008923768,0.0003163614,0.000006256971,8.842139e-8,0.00001160065,0.0001590312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3346914,"threshold_uncertainty_score":0.587034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05150253816509701,"score_gpt":0.3913479772628717,"score_spread":0.3398454390977748,"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."}}