{"id":"W4394822991","doi":"10.22541/au.171322254.42908531/v1","title":"Advancing Transcatheter Valve Replacement for Severe Aortic Regurgitation: Innovations in Devices and Multi-Modality Imaging","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Regurgitation (circulation); Cardiology; Internal medicine; Valve replacement; Aortic valve; Aortic valve replacement; Fluoroscopy; Surgery; Stenosis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001740858,0.0004593173,0.0005376875,0.001524948,0.0002627809,0.001737053,0.0004663781,0.001195519,0.002135243],"category_scores_gemma":[0.002706851,0.0002107558,0.0004008664,0.0007152441,0.000603065,0.001784634,0.0004269628,0.00165439,0.0005686688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004562772,"about_ca_system_score_gemma":0.0005471018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004688067,"about_ca_topic_score_gemma":0.001913308,"domain_scores_codex":[0.9992844,0.0001369598,0.0001201304,0.0000667504,0.000322007,0.00006977678],"domain_scores_gemma":[0.9969203,0.001282451,0.0004854372,0.00013773,0.0008633531,0.0003106207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005903136,0.0002488656,0.06650022,0.001239275,0.0002210752,0.005934319,0.0003131232,0.0001755035,0.004959196,0.002361567,0.2340987,0.6833579],"study_design_scores_gemma":[0.0001779578,0.0008501046,0.1302314,0.002712215,0.0005466259,0.06280345,0.0009074313,0.00203984,0.004490376,0.003172435,0.7919624,0.0001056797],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.1029157,0.6534148,0.008270551,0.1331764,0.06345046,0.0001209868,0.0003628294,0.0003261162,0.03796219],"genre_scores_gemma":[0.2952769,0.4724092,0.01104659,0.02136026,0.1871154,0.00005180054,0.0004920377,0.0001306531,0.01211713],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.002135243,"threshold_uncertainty_score":0.009206653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02163950601049574,"score_gpt":0.3790546633334785,"score_spread":0.3574151573229828,"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."}}