{"id":"W3173745554","doi":"10.1016/j.cjca.2021.06.018","title":"Biomechanical Modeling to Inform Pulmonary Valve Replacement in Tetralogy of Fallot Patients After Complete Repair","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Cardiovascular Function and Risk Factors","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National Heart, Lung, and Blood Institute; Centre For Medical Engineering, King’s College London; Engineering and Physical Sciences Research Council; Wellcome Trust; University of Texas Southwestern Medical Center; Ministerstvo Zdravotnictví Ceské Republiky; Communities Foundation of Texas","keywords":"Medicine; Tetralogy of Fallot; Pulmonary valve; Pulmonary Valve Insufficiency; Cardiology; Internal medicine; Pulmonary regurgitation; Heart disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003354925,0.000111836,0.0006903714,0.0005478199,0.00002642309,0.000003997905,0.0000644255,0.0001425001,0.00007237182],"category_scores_gemma":[0.0002906192,0.00009874545,0.0007678188,0.0003159023,0.00004289866,0.0000400649,0.00002403332,0.0002706111,0.000007282814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003069932,"about_ca_system_score_gemma":0.0009107544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006921563,"about_ca_topic_score_gemma":0.001584864,"domain_scores_codex":[0.9986106,0.0001142808,0.0006279704,0.0001608646,0.0001989614,0.000287289],"domain_scores_gemma":[0.9985833,0.00002896485,0.00006242656,0.0002612522,0.0005072706,0.0005568385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005647622,0.00001560183,0.9844247,0.00005285008,0.0008285594,0.001077746,0.000207916,0.007038714,0.0003838613,0.00005645424,0.001260326,0.004088571],"study_design_scores_gemma":[0.003163849,0.001336882,0.7992486,0.0002592611,0.0003697477,0.002391731,0.0006484373,0.001009977,0.0001814028,0.0000897757,0.1910324,0.0002678912],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931244,0.0005311989,0.003460489,0.0003336048,0.001212655,0.0001671126,0.00004025192,0.000005160562,0.00112512],"genre_scores_gemma":[0.998773,0.00006801061,0.0003553104,0.0005248038,0.0002022433,0.000003657728,0.0000170782,0.00001286649,0.00004304963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1897721,"threshold_uncertainty_score":0.4026722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02368935566443292,"score_gpt":0.2448596749881311,"score_spread":0.2211703193236982,"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."}}