{"id":"W3014060887","doi":"10.1161/circoutcomes.119.006146","title":"Appropriateness of Transcatheter Aortic Valve Replacement","year":2020,"lang":"en","type":"article","venue":"Circulation Cardiovascular Quality and Outcomes","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital","funders":"","keywords":"Medicine; Valve replacement; Stenosis; Bicuspid aortic valve; Aortic valve stenosis; Life expectancy; Cardiology; Aortic valve; Internal medicine; Surgery","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":[0.005317272,0.0002435426,0.0003427477,0.001379086,0.0004053958,0.001054324,0.0005623722,0.0004388982,0.001172102],"category_scores_gemma":[0.03420909,0.0001091252,0.0005619212,0.0009489733,0.0006877794,0.000457833,0.00106995,0.0005055218,0.0002131024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001072978,"about_ca_system_score_gemma":0.0009295891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001607369,"about_ca_topic_score_gemma":0.002198247,"domain_scores_codex":[0.9865355,0.005212107,0.003336286,0.001137855,0.003212242,0.0005659324],"domain_scores_gemma":[0.9616968,0.008014331,0.02170075,0.001472696,0.00454872,0.002566745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001357713,0.0000218306,0.9903869,0.00008194082,0.00008811714,0.0001589382,0.0002470496,0.0005325013,0.000263718,0.0001417653,0.0005308223,0.007410548],"study_design_scores_gemma":[0.00001015581,0.0001736853,0.9915186,0.0001137846,0.00004527707,0.001521007,0.0006774807,0.003020803,0.0004623457,0.0005716481,0.001854667,0.00003055646],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909955,0.0009609234,0.002100336,0.0007605529,0.00005315166,0.00007133884,0.0006615286,0.00002052482,0.004376155],"genre_scores_gemma":[0.9991295,0.0001035546,0.0004486562,0.0000434565,0.00002114357,0.000008828336,0.0002045912,0.000002635849,0.00003751698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005317272,"threshold_uncertainty_score":0.02812076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06085780558118308,"score_gpt":0.3487482066387119,"score_spread":0.2878904010575288,"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."}}