{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004845509,0.0001114246,0.0004972438,0.0001688287,0.00004794358,0.0000202859,0.00006853061,0.00007122312,0.0001527466],"category_scores_gemma":[0.0001739702,0.00009899205,0.0001717044,0.0002293446,0.0001490745,0.0003241084,0.00001892814,0.0003164982,0.00000697243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002105526,"about_ca_system_score_gemma":0.00004763255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003690371,"about_ca_topic_score_gemma":5.420013e-7,"domain_scores_codex":[0.9987843,0.0000365801,0.0004593836,0.0001258287,0.0004305294,0.0001633936],"domain_scores_gemma":[0.9989895,0.00005692477,0.0002342482,0.00008609871,0.0004268969,0.0002063426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007400134,0.0004823347,0.5467896,0.0006388048,0.001254613,0.002218121,0.003190782,0.000004138132,0.01138042,0.0006233334,0.04994045,0.3827374],"study_design_scores_gemma":[0.004581725,0.007911098,0.9645101,0.001946331,0.0003004697,0.004921384,0.001508968,0.000007540865,0.002045645,0.0003427095,0.01171459,0.0002094262],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984391,0.009107936,0.0002113768,0.001389078,0.0007778798,0.0002596094,0.000006241506,0.00003174274,0.003825168],"genre_scores_gemma":[0.9939519,0.00354541,0.001215434,0.0002833253,0.0006964905,0.000003277105,0.000009836474,0.00001402651,0.0002802731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4177205,"threshold_uncertainty_score":0.4036779,"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."}}