{"id":"W2770932922","doi":"10.4244/eijv13i10a177","title":"Transcatheter or surgical valve replacement: which strategy when bioprosthetic valves fail?","year":2017,"lang":"en","type":"letter","venue":"EuroIntervention","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; Valve replacement; Prosthesis design; Surgery; Cardiology; Aortic valve; 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002480138,0.0006274286,0.0009040377,0.0002291975,0.0001874336,0.0002761903,0.000260682,0.0005186821,0.003518957],"category_scores_gemma":[0.00005116998,0.0004725933,0.008718948,0.00007904071,0.00009889087,0.0001679009,0.00007590759,0.000952333,0.0006821299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001523805,"about_ca_system_score_gemma":0.0001603125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000124735,"about_ca_topic_score_gemma":0.00001147108,"domain_scores_codex":[0.9968101,0.0002270809,0.0006859353,0.0009945205,0.0007001304,0.0005822622],"domain_scores_gemma":[0.9977092,0.00004699568,0.0004582198,0.001382224,0.0002149023,0.0001884837],"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":[0.002256673,0.0008592597,0.01387826,0.002751463,0.008550385,0.003739587,0.0003007906,7.2247e-7,0.00001722562,0.00002439217,0.9631171,0.00450411],"study_design_scores_gemma":[0.0138329,0.006986075,0.09212325,0.005986812,0.01580591,0.002605385,0.00009958308,0.00002798394,0.0001047294,0.0008604568,0.8601581,0.001408784],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3252583,0.01545345,0.000345363,0.5690365,0.007403067,0.01059754,0.00355346,0.001389226,0.06696309],"genre_scores_gemma":[0.759847,0.0004478238,0.0001007898,0.025963,0.005420258,0.0001444667,0.01057225,0.0004736391,0.1970307],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5430735,"threshold_uncertainty_score":0.9997725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04449374599173576,"score_gpt":0.3575339125311351,"score_spread":0.3130401665393993,"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."}}