{"id":"W4223584783","doi":"10.1016/j.jcin.2022.01.284","title":"Functional Status After Transcatheter and Surgical Aortic Valve Replacement","year":2022,"lang":"en","type":"article","venue":"JACC: Cardiovascular Interventions","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre","funders":"Abbott Vascular; Boston Scientific Corporation; Edwards Lifesciences; Medtronic","keywords":"Medicine; Stenosis; Valve replacement; Aortic valve replacement; Aortic valve stenosis; Stroke (engine); Heart failure; Cardiology; Surgery; Cardiac surgery; Internal medicine","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_broad","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003056788,0.0001744193,0.0004039603,0.0001347302,0.0002103956,0.00003194964,0.0000295546,0.0000337545,0.00419425],"category_scores_gemma":[0.00001408841,0.0001641934,0.01942869,0.0001542757,0.00004869188,0.00006142687,0.0001226829,0.000187165,0.00004939181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002093042,"about_ca_system_score_gemma":0.00004941105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006864593,"about_ca_topic_score_gemma":0.000001738229,"domain_scores_codex":[0.9981731,0.0001751889,0.0003092966,0.0004325122,0.0006165293,0.0002933591],"domain_scores_gemma":[0.9991208,0.00002470084,0.00003744311,0.0005199473,0.00006442457,0.0002327233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003768685,0.004997392,0.7605765,0.000951057,0.1692367,0.0004580109,0.000655786,0.0007413523,0.00001592582,0.000605365,0.00594587,0.05204728],"study_design_scores_gemma":[0.005577972,0.0005310622,0.9245065,0.00007936698,0.0126167,0.0004582283,0.000308887,0.00002716888,0.000006329401,0.0001102351,0.05556679,0.0002107619],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9475971,0.04870589,0.0005741252,0.0002166443,0.0005385143,0.0007615238,0.0003292367,0.00007740359,0.001199548],"genre_scores_gemma":[0.996819,0.0002276683,0.00005852765,0.00008800682,0.0001151876,0.001017089,0.0003211441,0.00003124376,0.001322153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.16393,"threshold_uncertainty_score":0.996716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02206140224681517,"score_gpt":0.3094006940598324,"score_spread":0.2873392918130173,"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."}}