{"id":"W4376958718","doi":"10.1038/s41598-023-33511-6","title":"A Doppler-exclusive non-invasive computational diagnostic framework for personalized transcatheter aortic valve replacement","year":2023,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; Compute Canada","keywords":"Valve replacement; Cardiology; Medicine; Internal medicine; Ventricle; Stenosis; Aortic valve stenosis; Hemodynamics; Doppler echocardiography; Aortic valve; Diastole; Blood pressure","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":[0.001000577,0.0007726423,0.0008709597,0.0005935446,0.0004272006,0.001711306,0.001391978,0.0009453889,0.001270535],"category_scores_gemma":[0.002879955,0.0004938384,0.001146828,0.0002727833,0.0008105136,0.0006604685,0.002192205,0.001078686,0.0003610851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006022637,"about_ca_system_score_gemma":0.001299512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00474825,"about_ca_topic_score_gemma":0.00427033,"domain_scores_codex":[0.9995027,0.0001842519,0.00003334629,0.00008085392,0.0001510063,0.00004785012],"domain_scores_gemma":[0.9991367,0.0004535794,0.00007971198,0.00006767359,0.00014895,0.0001133391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001649791,0.000160076,0.004525102,0.0001190297,0.0001183071,0.0003234786,0.0002316369,0.8921139,0.007114102,0.03747244,0.001676186,0.05598075],"study_design_scores_gemma":[0.000006405819,0.00001353889,0.0001464352,0.000006015994,0.000006135088,0.00001992312,0.000009078666,0.9938542,0.0001850739,0.005057005,0.0006887233,0.000007519548],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01199243,0.000278047,0.9852658,0.0004702677,0.00005863416,0.00005984007,0.00008982245,0.000529873,0.001255321],"genre_scores_gemma":[0.4193641,0.0006211152,0.5766327,0.0003652172,0.0001864589,0.0004002545,0.000393548,0.000201019,0.0018356],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00474825,"threshold_uncertainty_score":0.009441257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02114220792870818,"score_gpt":0.3447489753081699,"score_spread":0.3236067673794617,"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."}}