{"id":"W2571046255","doi":"10.1097/hco.0000000000000372","title":"Incidence, risk factors, clinical impact, and management of bioprosthesis structural valve degeneration","year":2017,"lang":"en","type":"review","venue":"Current Opinion in Cardiology","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":140,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Medicine; Valve replacement; Degeneration (medical); Heart valve; Structural failure; Surgery; Calcification; Prosthesis; Intensive care medicine; Cardiology; Internal medicine; Pathology; Stenosis","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"],"consensus_categories":[],"category_scores_codex":[0.0003603071,0.0004011252,0.002823363,0.000228598,0.00007046718,0.00001759576,0.0001262253,0.0003232072,0.00001152708],"category_scores_gemma":[0.0001011697,0.0002713651,0.003858982,0.00009545601,0.0001889445,0.00004854779,0.0001712766,0.0003378484,0.000005773289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001495846,"about_ca_system_score_gemma":0.0001636938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003990275,"about_ca_topic_score_gemma":3.178033e-7,"domain_scores_codex":[0.9976935,0.0004166451,0.0008936496,0.000565597,0.0001813124,0.0002492283],"domain_scores_gemma":[0.9982204,0.000157583,0.0007425449,0.0006533511,0.00006123807,0.0001648575],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00002159813,0.00002444343,0.4706087,0.006475901,0.001925347,0.000003078133,0.000005063758,0.000001045687,3.139451e-9,0.00003533863,0.0001576585,0.5207419],"study_design_scores_gemma":[0.0009816751,0.0002230845,0.839362,0.008861347,0.005534829,0.00003287839,0.000008783953,0.000004106624,3.978703e-8,0.00005979667,0.1447074,0.0002239901],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01751504,0.9764445,0.000006461401,0.000001978137,0.0040137,0.001284636,0.0006724161,0.00001235633,0.00004889923],"genre_scores_gemma":[0.01937423,0.9781893,0.00003612378,5.920673e-7,0.0006030322,0.00009541007,0.001671257,0.00002605167,0.000004015788],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5205179,"threshold_uncertainty_score":0.9999738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2234540830552105,"score_gpt":0.5521691589902118,"score_spread":0.3287150759350013,"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."}}