{"id":"W2054291958","doi":"10.1542/peds.2006-1557","title":"Assessing Children’s Heart Sounds at a Distance With Digital Recordings","year":2006,"lang":"en","type":"article","venue":"PEDIATRICS","topic":"Phonocardiography and Auscultation Techniques","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Izaak Walton Killam Health Centre","funders":"","keywords":"Medicine; Stethoscope; Heart murmur; Heart sounds; Medical diagnosis; Predictive value; Sound (geography); Heart Auscultation; Cardiology; Pediatrics; Audiology; Radiology; Electrocardiography; Internal medicine","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":[0.00007906849,0.0001230588,0.0001849419,0.0001366579,0.000120239,0.0001285869,0.00004290248,0.00005706663,0.00001006451],"category_scores_gemma":[0.00003096286,0.00009914487,0.0001134838,0.0005273,0.00005396448,0.0003577026,0.00002047744,0.000121583,0.000009878906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000669904,"about_ca_system_score_gemma":0.00003855391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002999866,"about_ca_topic_score_gemma":0.000004205347,"domain_scores_codex":[0.9991671,0.000008023998,0.0001670499,0.0002170793,0.0002448979,0.0001958804],"domain_scores_gemma":[0.9995744,0.00004465756,0.00007898446,0.000152817,0.00008015204,0.0000689841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003608513,0.00006210189,0.9883103,0.00002522726,0.00001051415,0.000008848416,0.00002478719,0.000002410642,0.0001075709,0.00005984983,0.01012774,0.001224595],"study_design_scores_gemma":[0.0008139342,0.0001765115,0.9833151,0.00003671451,0.0001429384,0.0001891925,0.00004129541,0.00001225042,0.00142114,0.0006497591,0.01293775,0.0002634219],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9774877,0.0004633194,0.01266339,0.0002360839,0.00004427776,0.0001872723,0.00002553733,0.0003185428,0.008573909],"genre_scores_gemma":[0.9949791,0.00005532936,0.003622306,0.0001286063,0.00048167,0.00001631346,0.0001176761,0.00002150023,0.0005775283],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0174914,"threshold_uncertainty_score":0.404301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006517259367763188,"score_gpt":0.2426596125474082,"score_spread":0.236142353179645,"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."}}