{"id":"W2981656215","doi":"10.1213/ane.0000000000004310","title":"Enhancing the Sounds of Urgency: Lessons From Music and Aviation on Human Response to Critical Auditory Stimuli","year":2019,"lang":"en","type":"letter","venue":"Anesthesia & Analgesia","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Aviation; Audiology; Aeronautics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006343544,0.0003208785,0.0006381117,0.0003631806,0.0002363566,0.00001692753,0.000220493,0.001057821,0.0001323351],"category_scores_gemma":[0.0004552753,0.0002544158,0.0001251279,0.0002225987,0.0001891807,0.00004300442,0.00003561383,0.001637285,0.0001825091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001265945,"about_ca_system_score_gemma":0.0002409465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003130073,"about_ca_topic_score_gemma":0.00002131352,"domain_scores_codex":[0.9975941,0.0004660117,0.0005119814,0.0005406017,0.0004824189,0.0004048762],"domain_scores_gemma":[0.9967444,0.001990171,0.0001845704,0.0008371537,0.0001494023,0.00009430708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001500463,0.0001736022,0.01852308,0.001008871,0.0002759646,0.001985097,0.003643026,0.000003789545,0.0184129,0.000745203,0.9503111,0.003416881],"study_design_scores_gemma":[0.001004048,0.003971687,0.4091259,0.004009144,0.0008056752,0.0002211338,0.0005371195,0.00001898087,0.005849862,0.0009628959,0.5725926,0.0009009634],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5642481,0.0001862511,0.00005292765,0.434745,0.0002556978,0.0003838916,0.000006813618,0.00005362198,0.00006770197],"genre_scores_gemma":[0.8383708,0.00001753565,0.0001331551,0.158058,0.00232202,0.00004319647,0.00008664039,0.00005575898,0.0009129204],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3906029,"threshold_uncertainty_score":0.9999908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07452843985510883,"score_gpt":0.3699996380046958,"score_spread":0.2954711981495869,"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."}}