{"id":"W3146580145","doi":"10.1016/j.echo.2021.03.014","title":"Open-Source Tool Kit for Interactive Planning of Transcatheter Mitral Valve Replacement Using Multimodality Imaging","year":2021,"lang":"en","type":"article","venue":"Journal of the American Society of Echocardiography","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"École de Technologie Supérieure; Queen's University","funders":"National Institutes of Health; National Heart, Lung, and Blood Institute; Canarie","keywords":"Medicine; Mitral regurgitation; Mitral valve replacement; Mitral valve; Ventricular outflow tract obstruction; Cardiology; Mitral annulus; Internal medicine; Radiology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0007476196,0.002244107,0.001151502,0.002061306,0.0003497697,0.001772767,0.002898273,0.001385983,0.1098256],"category_scores_gemma":[0.003656923,0.001313283,0.001439556,0.0007641067,0.0002838133,0.0009467464,0.002611903,0.001295235,0.03876561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004412212,"about_ca_system_score_gemma":0.0008778425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00196069,"about_ca_topic_score_gemma":0.003570574,"domain_scores_codex":[0.9996673,0.00004731559,0.00005015341,0.00006646124,0.0001189174,0.00004981154],"domain_scores_gemma":[0.998744,0.0007236594,0.00007630415,0.0001011031,0.0002214439,0.0001334032],"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":[0.001388077,0.000363317,0.004541412,0.003889838,0.000632486,0.002708407,0.0005104657,0.01902503,0.01811344,0.007219969,0.4699744,0.4716332],"study_design_scores_gemma":[0.001627692,0.0002635386,0.008159616,0.001232562,0.0003716242,0.00586511,0.0002651403,0.2270531,0.05524971,0.03074271,0.6685234,0.0006457518],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.005161877,0.001444602,0.4820541,0.0003312611,0.0003333788,0.0005065741,0.0293234,0.4715782,0.009266579],"genre_scores_gemma":[0.1121979,0.00264511,0.5952728,0.00142483,0.0003352074,0.003122956,0.0987607,0.143929,0.04231151],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.1098256,"threshold_uncertainty_score":0.3674033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02729244330441359,"score_gpt":0.3744533076321606,"score_spread":0.347160864327747,"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."}}