{"id":"W2990770848","doi":"10.14740/cr966","title":"Risk Stratification for Transcatheter Aortic Valve Replacement","year":2019,"lang":"en","type":"review","venue":"Cardiology Research","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Risk stratification; Medicine; Cardiology; Stenosis; Internal medicine; Aortic valve replacement; Risk model; Valve replacement; Risk analysis (engineering)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001480623,0.0003271995,0.00257875,0.0003224458,0.0001493607,0.0000267722,0.0001678761,0.0004831635,0.00005124433],"category_scores_gemma":[0.0003166416,0.0002381451,0.009835831,0.00024063,0.0001581978,0.00002384956,0.0000473011,0.0006578972,0.0005406644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003701118,"about_ca_system_score_gemma":0.0007700708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009475219,"about_ca_topic_score_gemma":1.953062e-7,"domain_scores_codex":[0.9967404,0.0008523408,0.0005087747,0.0008583192,0.0004089343,0.0006312291],"domain_scores_gemma":[0.9971463,0.0008493842,0.0001403778,0.001249823,0.0003980026,0.0002160783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002501432,0.0001270943,0.003581293,0.01861951,0.01765487,0.000004096668,0.00003213603,9.048026e-7,5.900757e-7,0.000127467,0.00527512,0.9543267],"study_design_scores_gemma":[0.001170167,0.001067086,0.002530612,0.001911946,0.02199365,0.00005026891,0.00003893606,0.000004962516,5.071848e-7,0.0001386823,0.9708605,0.0002326571],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001700443,0.9896333,0.0001438442,0.00002648574,0.0003502851,0.006775671,0.0006970725,0.00003240843,0.00217093],"genre_scores_gemma":[0.001723866,0.9901918,0.00004728763,0.00001059654,0.0005461843,0.003187995,0.002307295,0.0000816342,0.001903334],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9655854,"threshold_uncertainty_score":0.9919699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1967080942188363,"score_gpt":0.5258619119325139,"score_spread":0.3291538177136776,"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."}}