{"id":"W2913258195","doi":"10.12968/hmed.2019.80.2.c28","title":"Cardiac auscultation: normal and abnormal","year":2019,"lang":"en","type":"article","venue":"British Journal of Hospital Medicine","topic":"Phonocardiography and Auscultation Techniques","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Victoria Heart Institute Foundation; Royal Jubilee Hospital","funders":"","keywords":"Medicine; Auscultation; General surgery; Cardiology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006266441,0.001313466,0.0009841748,0.002396389,0.0002687149,0.000624022,0.0006416845,0.001844286,0.0101294],"category_scores_gemma":[0.006432517,0.0002579336,0.0002350836,0.0008514743,0.0009999269,0.0008549046,0.0007844989,0.0007567087,0.002742209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002198825,"about_ca_system_score_gemma":0.0001598575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004176481,"about_ca_topic_score_gemma":0.0005246086,"domain_scores_codex":[0.999203,0.0001240394,0.0001323176,0.000115815,0.0002662506,0.0001585922],"domain_scores_gemma":[0.9984894,0.0003970856,0.0002407857,0.00007081928,0.0002500563,0.0005518424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01571421,0.000972015,0.2876854,0.001587615,0.0002854197,0.2859282,0.003250641,0.0003059063,0.2684704,0.001932051,0.02026551,0.1136027],"study_design_scores_gemma":[0.0004779884,0.001828401,0.7628418,0.0003321387,0.0001165842,0.218149,0.0009984823,0.0008182484,0.005171415,0.0008775092,0.008302419,0.00008603631],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9285156,0.01696303,0.002252266,0.002946633,0.001216656,0.0002204108,0.001752379,0.0003882516,0.04574477],"genre_scores_gemma":[0.9929669,0.001683616,0.0006152029,0.0005676905,0.0005457283,0.00003189262,0.0004648461,0.00004048623,0.003083669],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0101294,"threshold_uncertainty_score":0.03388619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004242189574819141,"score_gpt":0.2315359064776002,"score_spread":0.2272937169027811,"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."}}