{"id":"W4383747703","doi":"10.1016/j.jcin.2023.05.037","title":"The Perfect Valve","year":2023,"lang":"en","type":"letter","venue":"JACC: Cardiovascular Interventions","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver General Hospital; St. Paul's Hospital","funders":"","keywords":"Medicine; Propensity score matching; Balloon; Stenosis; Cardiology; Internal medicine; Hemodynamics; Valve replacement; Prosthesis; Aortic valve stenosis; Cardiac skeleton; Aortic valve; Heart valve; Incidence (geometry); Stroke (engine); Surgery; Aortic valve replacement","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":[0.003510564,0.001083685,0.001594969,0.00099608,0.007187766,0.008804603,0.001412955,0.07805479,0.01999496],"category_scores_gemma":[0.0274626,0.0007547358,0.001654111,0.0004518698,0.005090717,0.005359927,0.004516245,0.06862936,0.01227404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004595813,"about_ca_system_score_gemma":0.005183338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004436323,"about_ca_topic_score_gemma":0.01033884,"domain_scores_codex":[0.9949691,0.0009430401,0.0003831082,0.0008588349,0.001764354,0.0010816],"domain_scores_gemma":[0.9917258,0.003452301,0.0005206913,0.0003571467,0.0009552966,0.002988839],"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":[0.00001794521,0.00001650305,0.0001720129,0.00002136781,0.00001090204,0.001059695,0.00007046925,0.00002357046,0.00005771725,0.00804272,0.9841259,0.00638125],"study_design_scores_gemma":[0.00007978713,0.00005292258,0.0005091885,0.0003403864,0.00002144989,0.001728861,0.0003180238,0.0001566391,0.00008283307,0.02683268,0.9698318,0.00004541272],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002356856,0.002713976,0.0001076214,0.9401536,0.04276837,0.000009399341,0.00002742617,0.00002663587,0.01395719],"genre_scores_gemma":[0.00330343,0.001175775,0.0001032473,0.9174494,0.05704894,0.00002157384,0.00002122372,0.00002631681,0.02085005],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07805479,"threshold_uncertainty_score":0.06688976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04468950569015321,"score_gpt":0.3612812253067764,"score_spread":0.3165917196166231,"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."}}