{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001920822,0.0006849321,0.0005156614,0.0008117135,0.0002079999,0.001526583,0.0009695939,0.001048178,0.001473671],"category_scores_gemma":[0.002563652,0.0003485316,0.0004839736,0.0004862681,0.0007351902,0.001177744,0.00076995,0.0008324121,0.0005630336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003590487,"about_ca_system_score_gemma":0.0006610448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004892029,"about_ca_topic_score_gemma":0.0006596879,"domain_scores_codex":[0.9986326,0.0002754091,0.00009291231,0.0001511952,0.0008091781,0.00003873161],"domain_scores_gemma":[0.9984103,0.000635968,0.0001802616,0.0003723952,0.0003367956,0.00006417074],"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":[0.0003470809,0.0003422044,0.01203023,0.001375168,0.0001629967,0.0005516959,0.0007984305,0.06454185,0.6554261,0.0158718,0.00494768,0.2436048],"study_design_scores_gemma":[0.00006994754,0.001949507,0.01707738,0.0005811758,0.0002479065,0.002320239,0.0005153611,0.4897099,0.3439363,0.01398268,0.1293306,0.0002790483],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1495606,0.008681574,0.8239638,0.0009679298,0.0005340331,0.000275079,0.0008029127,0.001980206,0.01323397],"genre_scores_gemma":[0.7332875,0.007081244,0.2514274,0.0004030481,0.0001794546,0.0004266049,0.001140724,0.0004346786,0.005619487],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001920822,"threshold_uncertainty_score":0.01015836,"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."}}