{"id":"W2936577630","doi":"10.1053/j.semtcvs.2019.03.009","title":"Almost All Incompetent BAV Should Be Repaired","year":2019,"lang":"en","type":"article","venue":"Seminars in Thoracic and Cardiovascular Surgery","topic":"Aortic Disease and Treatment Approaches","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University of Toronto","funders":"Peter Munk Cardiac Centre, University Health Network","keywords":"Medicine; Bicuspid aortic valve; Bicuspid valve; Aortic valve; Internal medicine; Cardiology; Cusp (singularity); Aortic valve repair; Cardiac skeleton; Surgery; Aortic root; Aorta","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001121136,0.0002590511,0.000893998,0.0001822644,0.00003894633,0.00002209091,0.0000508346,0.0001541143,0.00009963641],"category_scores_gemma":[0.00007161094,0.0002185801,0.0009833379,0.0002543728,0.00008287194,0.0001095847,0.00008396889,0.0001778484,0.00004365393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005698628,"about_ca_system_score_gemma":0.0001005961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009043751,"about_ca_topic_score_gemma":0.00000312991,"domain_scores_codex":[0.998039,0.000139404,0.0003404657,0.0005609501,0.0005408202,0.0003793427],"domain_scores_gemma":[0.998762,0.0001445409,0.0000497267,0.0007958882,0.00003674499,0.0002111256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003014122,0.0002748078,0.8537951,0.0003773764,0.002271388,0.001562294,0.0002772352,0.00001996779,0.00004047891,0.00004663728,0.001706007,0.1393274],"study_design_scores_gemma":[0.003325928,0.000351134,0.8130546,0.002996786,0.006357509,0.001687301,0.003160179,0.001259172,0.002427581,0.0004254449,0.1632632,0.001691195],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9512253,0.04099924,0.00002091266,0.0003132342,0.0001835453,0.0004926203,0.000006579307,0.00008613285,0.006672403],"genre_scores_gemma":[0.9922291,0.005671946,0.0003023934,0.0004359431,0.000080449,0.00006206892,0.0001237888,0.00004011793,0.001054181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1615572,"threshold_uncertainty_score":0.8913437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05146306700988795,"score_gpt":0.2902414051568722,"score_spread":0.2387783381469843,"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."}}