{"id":"W2125570765","doi":"10.1162/002409404772828094","title":"Heart Rate Sonification: A New Approach to Medical Diagnosis","year":2004,"lang":"en","type":"article","venue":"Leonardo","topic":"Phonocardiography and Auscultation Techniques","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Sonification; Auscultation; Heartbeat; Musical; Soundscape; Computer science; Software; Speech recognition; Smartwatch; Human–computer interaction; Art; Acoustics; Wearable computer; Medicine; Sound (geography); Visual arts; Programming language; Radiology; Embedded system; Computer security","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":[0.0002642699,0.0001038469,0.0002070039,0.0001284773,0.00005720392,0.00001646662,0.00009814977,0.0001036008,0.0002147929],"category_scores_gemma":[0.0002287212,0.00008956672,0.0001541248,0.0004739749,0.00003922877,0.00005529325,0.00002061259,0.000148831,0.0002446445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003649486,"about_ca_system_score_gemma":0.00023669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008326563,"about_ca_topic_score_gemma":0.000002540124,"domain_scores_codex":[0.9990277,0.00002833256,0.0001793279,0.0002617502,0.0003290625,0.0001738155],"domain_scores_gemma":[0.9991086,0.0000323648,0.00002379308,0.0002603203,0.00005417322,0.000520808],"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":[0.0006766889,0.003381725,0.04168124,0.0004373083,0.0007191477,0.0002118088,0.007281579,0.0004523931,0.008653245,0.09788548,0.6448119,0.1938075],"study_design_scores_gemma":[0.004535659,0.000558798,0.2877405,0.0005452959,0.0001809218,0.0003678795,0.0008047838,0.00004134981,0.0827166,0.008596628,0.6132836,0.0006279635],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1471969,0.001479053,0.2448706,0.5438485,0.0003991734,0.002803279,0.0000209747,0.001880506,0.057501],"genre_scores_gemma":[0.9517997,0.0001745913,0.03331155,0.01331747,0.0003867718,0.0002831663,0.0000331083,0.00001907967,0.0006745859],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8046027,"threshold_uncertainty_score":0.3652425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02829526515238502,"score_gpt":0.3036583645962783,"score_spread":0.2753630994438933,"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."}}