{"id":"W3135413231","doi":"10.1016/j.xjtc.2021.02.032","title":"Commentary: Getting to the art of the matter with aortic valve repair","year":2021,"lang":"en","type":"editorial","venue":"JTCVS Techniques","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Regurgitation (circulation); Aortic valve; Medicine; Cardiology; Internal medicine; Aortic valve replacement; Aortic root; Aortic valve repair; Surgery; Aorta","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006130406,0.001594483,0.002244366,0.001492867,0.003902193,0.003852764,0.005191422,0.05159806,0.01974451],"category_scores_gemma":[0.0553074,0.001107597,0.002173246,0.001190594,0.004717841,0.007536266,0.002429818,0.05785796,0.01297587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006481446,"about_ca_system_score_gemma":0.008961661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01497754,"about_ca_topic_score_gemma":0.01683087,"domain_scores_codex":[0.9945339,0.001620217,0.000547172,0.0007631418,0.001999057,0.0005365908],"domain_scores_gemma":[0.9682631,0.01799086,0.001281524,0.000589873,0.008821985,0.003052554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001583392,0.000004566466,0.00002841751,0.0000788168,0.000004692301,0.0001194643,0.00004265942,0.00001203876,0.00001860303,0.0002672581,0.9975892,0.001818421],"study_design_scores_gemma":[0.0001433335,0.00005741915,0.0004395807,0.00156942,0.00004074727,0.001071903,0.0004029253,0.0001468425,0.0001430546,0.002608133,0.9933014,0.00007526394],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.00007653873,0.002479355,0.00006751989,0.8968645,0.09910505,0.00001756068,0.0000822987,0.00003779526,0.001269364],"genre_scores_gemma":[0.0007860055,0.001782439,0.00008485948,0.9053825,0.0893178,0.00003144659,0.00003125646,0.00002524227,0.002558449],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.05159806,"threshold_uncertainty_score":0.06605196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004966140625291222,"score_gpt":0.3105790170720418,"score_spread":0.3056128764467506,"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."}}