{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","metaepi_broad","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006068402,0.0004848417,0.001084689,0.0002304107,0.0004811625,0.0001982717,0.0002924519,0.0005062835,0.0002087387],"category_scores_gemma":[0.0002927901,0.0003386141,0.1027759,0.0003862426,0.0001363886,0.00005232471,0.0002222095,0.001389442,0.002988337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003039757,"about_ca_system_score_gemma":0.0001414318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001949156,"about_ca_topic_score_gemma":0.000007270041,"domain_scores_codex":[0.9966296,0.0003504998,0.0005604763,0.000708291,0.001115433,0.0006356924],"domain_scores_gemma":[0.9968927,0.0002415893,0.0001350721,0.002300235,0.0002848034,0.0001456336],"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":[0.00001323399,0.00006265091,0.0007180782,0.0006080313,0.09243374,0.0008423055,0.00001274908,0.000008124412,1.606523e-7,0.000014794,0.8962584,0.009027792],"study_design_scores_gemma":[0.001071876,0.0001299957,0.02746715,0.0009849628,0.03655066,0.0001542856,0.00004855216,0.000003981394,0.000002146361,0.0001173482,0.9331725,0.0002965145],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003068194,0.3605966,0.000846281,0.5726409,0.01887506,0.008066311,0.002378372,0.002175841,0.03135246],"genre_scores_gemma":[0.07499149,0.03147677,0.0002993287,0.3993649,0.06977431,0.01049704,0.02714677,0.002822525,0.3836269],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3522745,"threshold_uncertainty_score":0.9999066,"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."}}