{"id":"W4404183742","doi":"10.2196/54746","title":"Comparison of Auscultation Quality Using Contemporary Digital Stethoscopes","year":2024,"lang":"en","type":"article","venue":"JMIR Cardio","topic":"Phonocardiography and Auscultation Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; Teva Pharmaceutical Industries","keywords":"Stethoscope; Auscultation; Quality (philosophy); Medicine; Acoustics; Internal medicine; Radiology; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002252142,0.000353013,0.0004729128,0.001399534,0.0001865297,0.001000008,0.000346217,0.0009907207,0.001756526],"category_scores_gemma":[0.01645162,0.0001733268,0.0003609274,0.0006624641,0.0004149802,0.0008031394,0.0006221698,0.0004102226,0.0003163757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002812905,"about_ca_system_score_gemma":0.0001703896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008635182,"about_ca_topic_score_gemma":0.001054529,"domain_scores_codex":[0.9983652,0.0004584554,0.0002666575,0.0002153298,0.0005943466,0.00009997198],"domain_scores_gemma":[0.9875879,0.007169395,0.001101237,0.0005048274,0.003178952,0.000457718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.02789416,0.0006733076,0.3742877,0.002262734,0.001168065,0.001116966,0.003249896,0.002391941,0.2054887,0.0007343108,0.001397876,0.3793344],"study_design_scores_gemma":[0.0003377278,0.007124602,0.9437937,0.0001551885,0.0006519308,0.002562774,0.001202885,0.00738892,0.03382337,0.0002503239,0.002617263,0.00009135826],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864253,0.003052374,0.007663773,0.0001472186,0.00009114297,0.00004690099,0.0003535709,0.0001585223,0.002061311],"genre_scores_gemma":[0.9948717,0.0008513975,0.003359961,0.0000783895,0.00006750081,0.00001801256,0.0002620262,0.00003193604,0.0004591497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002252142,"threshold_uncertainty_score":0.01191062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1363479022696829,"score_gpt":0.4731659117271953,"score_spread":0.3368180094575124,"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."}}