{"id":"W2287148193","doi":"10.3399/bjgp16x684181","title":"Detecting heart valve disease: can we do better?","year":2016,"lang":"en","type":"article","venue":"British Journal of General Practice","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Medicine; Intensive care medicine; 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":[0.0003405039,0.0001300831,0.0003131265,0.00007131779,0.0001216255,0.0001064721,0.00006951029,0.00004298669,0.0001574789],"category_scores_gemma":[0.00149905,0.0001052799,0.001130431,0.0001024206,0.00003902098,0.0004414679,0.00003565633,0.0002058075,0.00002725264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001505685,"about_ca_system_score_gemma":0.000239395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001247034,"about_ca_topic_score_gemma":0.000003188059,"domain_scores_codex":[0.9985,0.0001689754,0.000379447,0.0001838761,0.0005026419,0.0002650087],"domain_scores_gemma":[0.9982457,0.0002443875,0.0003347661,0.0001710661,0.0004291552,0.000574976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001674157,0.0008514225,0.1552965,0.00007985643,0.00306262,0.008830874,0.0000589344,0.000008631376,0.005420744,0.00002808334,0.02143284,0.8032554],"study_design_scores_gemma":[0.0070956,0.0006408133,0.8571321,0.001979915,0.005008502,0.02861846,0.0001862036,0.000004486022,0.0007270151,0.0004700834,0.0978004,0.0003363659],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9651625,0.01927481,0.0001423745,0.0139065,0.0005497065,0.0001637268,0.00006964076,0.00001978338,0.0007109964],"genre_scores_gemma":[0.9903078,0.003444732,0.002143269,0.002090978,0.001491664,0.000004232616,0.000003086285,0.00003376778,0.0004804456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.802919,"threshold_uncertainty_score":0.4293189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01389573342384503,"score_gpt":0.3307678306542657,"score_spread":0.3168720972304206,"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."}}