{"id":"W4409228488","doi":"10.3390/bioengineering12040397","title":"Advanced Silicon Modeling of Native Mitral Valve Physiology: A New Standard for Device and Procedure Testing","year":2025,"lang":"en","type":"article","venue":"Bioengineering","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Institut universitaire de cardiologie et de pneumologie de Québec","funders":"","keywords":"Hemodynamics; Mitral valve; Percutaneous; Mitral regurgitation; Cardiology; Medicine; Internal medicine; Novelty; Heart valve; Biomedical engineering; Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.00002647557,0.000105091,0.0002406309,0.00006365804,0.00002585674,0.00000443974,0.00001953635,0.00003523258,7.223409e-7],"category_scores_gemma":[0.0001752655,0.00009508704,0.0003116613,0.000129134,0.00001026423,0.00003534236,0.00001812105,0.00004118048,1.000293e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004243514,"about_ca_system_score_gemma":0.0001123452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001509329,"about_ca_topic_score_gemma":6.237359e-7,"domain_scores_codex":[0.9995206,0.000002468962,0.0001235813,0.0001636187,0.00005339939,0.0001363135],"domain_scores_gemma":[0.9996688,0.00006106816,0.00002577841,0.00007654713,0.0001054213,0.00006238894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00495398,0.0004768314,0.2001397,0.01681498,0.01428195,0.00001059003,0.001771879,0.1902118,0.4304874,0.002200912,0.0003102401,0.1383398],"study_design_scores_gemma":[0.01487571,0.001204047,0.2573088,0.004325412,0.003884367,0.00001002999,0.001049644,0.6926955,0.02279828,0.001036598,0.0002484277,0.0005632043],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886282,0.004081581,0.006489452,0.00005418975,0.00006535661,0.0004772992,0.00003849731,0.00004904607,0.0001163858],"genre_scores_gemma":[0.992888,0.00002174986,0.006922102,0.00003453208,0.00004056584,0.00003245526,0.00001370977,0.0000121975,0.00003471277],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5024837,"threshold_uncertainty_score":0.3877537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01918164119129961,"score_gpt":0.3284444271301752,"score_spread":0.3092627859388756,"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."}}