{"id":"W3182311085","doi":"10.21037/acs-2021-rp-25","title":"The Ross procedure is an excellent operation in non-repairable aortic regurgitation: insights and techniques","year":2021,"lang":"en","type":"review","venue":"Annals of Cardiothoracic Surgery","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Regurgitation (circulation); Ross procedure; Stenosis; Cardiology; Pulmonary regurgitation; Population; Internal medicine; Argument (complex analysis); Surgery; Aortic valve replacement; Heart disease","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008214145,0.0003676983,0.002323073,0.0002532741,0.0001183106,0.00009442872,0.00006379242,0.0002543848,0.00000998748],"category_scores_gemma":[0.0002261654,0.0002495432,0.002241036,0.0004511797,0.00008740304,0.0001869521,0.00004990808,0.0001939929,0.000003369123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005381992,"about_ca_system_score_gemma":0.0007482831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000416673,"about_ca_topic_score_gemma":0.000003389147,"domain_scores_codex":[0.9976099,0.0003381265,0.0008330407,0.0005150734,0.0004298394,0.0002740843],"domain_scores_gemma":[0.9980277,0.0004416507,0.000307737,0.0006746861,0.0003791712,0.0001690242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004440301,0.0001479348,0.001128895,0.006224186,0.001354901,0.00008489103,0.0001360781,4.720552e-7,6.25671e-7,0.000006601786,0.003967305,0.9869037],"study_design_scores_gemma":[0.0002012348,0.0001616815,0.004288694,0.0321344,0.003747298,0.0001103424,0.0002500366,0.00001330004,0.0002498573,0.00004371096,0.9582513,0.0005481358],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006873212,0.9913027,0.000002971732,0.00012633,0.0001529621,0.001098593,0.00003981338,0.00003516219,0.0003682486],"genre_scores_gemma":[0.00957937,0.9890366,0.00003098551,0.0001465498,0.0001728303,0.0003859555,0.0003643985,0.00005729306,0.0002260722],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9863555,"threshold_uncertainty_score":0.9999957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09404348113352798,"score_gpt":0.45448403684091,"score_spread":0.3604405557073821,"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."}}