{"id":"W2080658929","doi":"10.1503/cmaj.131616","title":"Auscultation: learning to listen","year":2014,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Phonocardiography and Auscultation Techniques","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Stethoscope; Auscultation; Medicine; Heart sounds; Medical education; Cardiology; Radiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004590372,0.001151895,0.0007918269,0.002199388,0.0007061616,0.00397307,0.001406279,0.003719901,0.01097991],"category_scores_gemma":[0.02466935,0.0005374625,0.0004834625,0.0004838071,0.003424805,0.004830592,0.002219096,0.008370137,0.01312918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007288984,"about_ca_system_score_gemma":0.001331487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00157654,"about_ca_topic_score_gemma":0.003242446,"domain_scores_codex":[0.9976222,0.0007669438,0.0002308987,0.0002271616,0.001060592,0.00009216012],"domain_scores_gemma":[0.9910895,0.004665186,0.0003882739,0.000431557,0.002378065,0.0010475],"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":[0.00005184593,0.00006185813,0.0005197941,0.000548981,0.00001816182,0.0002520419,0.0005629559,0.00007664657,0.0008837303,0.00356492,0.5151877,0.4782715],"study_design_scores_gemma":[0.00006728092,0.0001632598,0.002779853,0.003685785,0.00003444126,0.006692154,0.001410659,0.0006195044,0.0008437635,0.02416645,0.9594475,0.00008923547],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002429094,0.3223107,0.07421792,0.3420528,0.1729276,0.0002223119,0.0001442563,0.002928918,0.08276625],"genre_scores_gemma":[0.03021581,0.4384103,0.06963867,0.1526536,0.2089303,0.0003786754,0.0002675433,0.0009451612,0.09855991],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01097991,"threshold_uncertainty_score":0.03673148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005594390883412715,"score_gpt":0.246377317901928,"score_spread":0.2407829270185153,"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."}}