{"id":"W3215808422","doi":"10.1161/circinterventions.121.011243","title":"Standardized Invasive Hemodynamics for Management of Patients With Elevated Echocardiographic Gradients Post-Transcatheter Aortic Valve Replacement at Midterm Follow-Up","year":2021,"lang":"en","type":"article","venue":"Circulation Cardiovascular Interventions","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; BC Innovation Council","funders":"","keywords":"Hemodynamics; Aortic valve replacement; Valve replacement; Aortic valve; Prosthesis design","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"],"consensus_categories":[],"category_scores_codex":[0.0002620274,0.000307693,0.0008183363,0.0002466258,0.0001816711,0.00003272238,0.00008140059,0.00009318164,0.0000833564],"category_scores_gemma":[0.00004550718,0.0002903855,0.02200539,0.0004908669,0.0000694836,0.000113573,0.00007185955,0.00007662027,0.000005169263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004241853,"about_ca_system_score_gemma":0.00007680248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001220993,"about_ca_topic_score_gemma":0.000009155263,"domain_scores_codex":[0.9973803,0.0001301578,0.0006534476,0.0006599432,0.0008448345,0.0003313849],"domain_scores_gemma":[0.9970384,0.00003760268,0.0002075803,0.001064653,0.001467483,0.0001842378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00193454,0.0015015,0.8188426,0.003066391,0.1690726,0.00001890784,0.0001775734,0.001234761,0.00009879116,0.0001936312,0.00005550577,0.0038031],"study_design_scores_gemma":[0.01881849,0.000382336,0.9462319,0.001164029,0.03225159,0.00001224798,0.000177515,0.00007262464,0.0002921842,0.0001247156,0.0001931102,0.0002792312],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9677703,0.002642401,0.02522858,0.00002591813,0.0004015943,0.002630742,0.001091435,0.00005919125,0.0001497855],"genre_scores_gemma":[0.9918199,0.0001963868,0.0008209348,0.00003319229,0.00002373402,0.0004726607,0.006415203,0.00006680826,0.0001512386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1368211,"threshold_uncertainty_score":0.9999548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01507002042970843,"score_gpt":0.2830152529001531,"score_spread":0.2679452324704446,"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."}}