{"id":"W4393319058","doi":"10.1117/12.3006494","title":"Physical replication and validation of mathematical mitral valve models","year":2024,"lang":"en","type":"article","venue":"","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; University of Toronto; Robarts Clinical Trials","funders":"","keywords":"Replication (statistics); Computer science; Mitral valve; Cardiology; Medicine; Virology","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":[0.001425074,0.0004855313,0.0004996674,0.0005943055,0.0002716491,0.001337319,0.001240197,0.001255323,0.001928478],"category_scores_gemma":[0.004605819,0.0003331044,0.0008500391,0.0002403395,0.0009181135,0.0007886578,0.0009005457,0.0008905924,0.0004860742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003999197,"about_ca_system_score_gemma":0.0006949235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008961577,"about_ca_topic_score_gemma":0.00048643,"domain_scores_codex":[0.9991443,0.0001768177,0.00008919447,0.0001243263,0.0004014341,0.00006396998],"domain_scores_gemma":[0.997566,0.0009824808,0.0002815273,0.0007749466,0.0003326361,0.00006254751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001215804,0.0001446571,0.002681792,0.000311483,0.00004469699,0.000445612,0.0002706181,0.8926542,0.07157192,0.01091442,0.0006620872,0.02017686],"study_design_scores_gemma":[0.00003695575,0.0003349522,0.001281683,0.00005423174,0.00003444832,0.0002743325,0.00005773433,0.9608513,0.02880479,0.002228613,0.00599717,0.0000438315],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3982323,0.0006827651,0.5869445,0.0003887237,0.0003235385,0.0003344093,0.0009345839,0.001380876,0.01077836],"genre_scores_gemma":[0.9068134,0.0004078304,0.08928664,0.00006066339,0.00003304071,0.0002111831,0.0005467939,0.0001281185,0.002512204],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001928478,"threshold_uncertainty_score":0.00753659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02547035001852463,"score_gpt":0.3685568170600619,"score_spread":0.3430864670415372,"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."}}