{"id":"W6991757271","doi":"","title":"Increasing Detectability and Reducing Annoyance of Alarm Design Using Acoustic Structures of Musical Instruments","year":2023,"lang":"en","type":"article","venue":"Canadian acoustics","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; McGill University","funders":"Office of Naval Research; Natural Sciences and Engineering Research Council of Canada; U.S. Navy","keywords":"Annoyance; ALARM; Pitch (Music); Tone (literature); False alarm; Musical tone; Auditory system; Harmonics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0003717593,0.0001073133,0.0002788489,0.000332055,0.00009759704,0.000003701667,0.00006560443,0.000204112,0.000006884425],"category_scores_gemma":[0.001227789,0.0001125162,0.00002360019,0.0004410584,0.0002151779,0.0000325461,0.00003076958,0.0002422793,4.702312e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001879072,"about_ca_system_score_gemma":0.0007022383,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0159924,"about_ca_topic_score_gemma":0.0005137964,"domain_scores_codex":[0.9989744,0.0000648416,0.0003098008,0.000191218,0.0001400733,0.000319687],"domain_scores_gemma":[0.9990776,0.0001797962,0.00009858982,0.000238705,0.0001272308,0.0002780378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000127411,0.00002500175,0.2771702,0.001405441,0.00007646666,0.0001056443,0.0009985553,0.007284344,0.6642138,0.00005478198,0.00003761171,0.0485007],"study_design_scores_gemma":[0.00061266,0.0004165076,0.8925359,0.0008060005,0.0002364209,0.0001900284,0.001100025,0.0823895,0.02066545,0.0008057355,0.000008505943,0.000233218],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971014,0.00006507368,0.002174924,0.0000533148,0.0002385849,0.0002669196,0.00003963225,0.00004430328,0.00001586546],"genre_scores_gemma":[0.9884037,0.00002370667,0.01145031,0.0000345232,0.00006098585,0.000002018187,0.000005663605,0.00001643436,0.000002663754],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6435484,"threshold_uncertainty_score":0.9905602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06629206131388567,"score_gpt":0.3161760815926635,"score_spread":0.2498840202787779,"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."}}