{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01639702,0.001309626,0.004117968,0.003123499,0.002330142,0.007878879,0.00322581,0.0128568,0.05141642],"category_scores_gemma":[0.0990442,0.0008333395,0.001635329,0.002060753,0.004219816,0.01906986,0.003330679,0.01495667,0.02047607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00419672,"about_ca_system_score_gemma":0.007777912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01605169,"about_ca_topic_score_gemma":0.01637689,"domain_scores_codex":[0.9919508,0.003283029,0.001224268,0.0009270272,0.001870371,0.0007446649],"domain_scores_gemma":[0.9462382,0.01901672,0.003603567,0.002203932,0.01800878,0.01092882],"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":[0.0003530955,0.0002405171,0.004849672,0.004060627,0.000172342,0.000304457,0.0005628394,0.000150789,0.0001566979,0.003635387,0.52458,0.4609335],"study_design_scores_gemma":[0.0004680257,0.0009134832,0.02466261,0.04570187,0.0005716549,0.002678296,0.005251233,0.0006208037,0.0002484614,0.05531678,0.8632494,0.0003174525],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001248326,0.1469033,0.001003915,0.8299078,0.01476767,0.00005112318,0.0002854303,0.0002146583,0.005617764],"genre_scores_gemma":[0.03115639,0.4496254,0.0105088,0.432487,0.06179881,0.000215393,0.001132103,0.0003455852,0.01273033],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05141642,"threshold_uncertainty_score":0.1720051,"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."}}