{"id":"W3195842247","doi":"10.1093/eurheartj/ehab395","title":"2021 ESC/EACTS Guidelines for the management of valvular heart disease","year":2021,"lang":"en","type":"article","venue":"European Heart Journal","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":5465,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Erasmus Universitair Medisch Centrum Rotterdam; Arts and Humanities Research Council; Uniwersytet Śląski w Katowicach; Śląski Uniwersytet Medyczny w Katowicach; Universitätsklinikum Köln; Türk Kardiyoloji Derneği; International Medical University; British Cardiovascular Society; Medizinischen Hochschule Hannover; Universitetet i Oslo; University of Toronto; Cleveland Clinic; University College London; Inselspital, Universitätsspital Bern; Sahlgrenska Universitetssjukhuset; Universiteit Leiden; Sociedad Española de Cardiología; University of Bern","keywords":"Medicine; valvular heart disease; Internal medicine; Cardiology; Disease management; Intensive care medicine; Disease","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.003630249,0.001580086,0.002330549,0.005370747,0.000818502,0.003079804,0.002209309,0.006565969,0.03108802],"category_scores_gemma":[0.01136178,0.0004007004,0.002599695,0.00255374,0.0007567194,0.001266674,0.001484955,0.00532876,0.02494313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001917291,"about_ca_system_score_gemma":0.00639909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007947485,"about_ca_topic_score_gemma":0.015023,"domain_scores_codex":[0.9973257,0.0006277915,0.0006761902,0.0001473271,0.0009413263,0.0002816351],"domain_scores_gemma":[0.991622,0.001353599,0.001098719,0.0001421353,0.004640485,0.001143062],"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":[0.00009748154,0.00008662575,0.0006951812,0.001859492,0.00007920954,0.0002735091,0.00004386318,0.0003683036,0.0003624823,0.00235848,0.7976361,0.1961393],"study_design_scores_gemma":[0.0001633166,0.00007617733,0.003551739,0.01412988,0.0001612468,0.0007827918,0.00005850965,0.0001932113,0.0001450435,0.002474122,0.9782296,0.00003425058],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.002333093,0.4600116,0.0112871,0.1968767,0.0571033,0.001537607,0.02065404,0.001191058,0.2490055],"genre_scores_gemma":[0.01890241,0.5075406,0.04308139,0.139144,0.09231182,0.003096103,0.04604542,0.001339941,0.1485383],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03108802,"threshold_uncertainty_score":0.1039998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0906720526968602,"score_gpt":0.4143293195799178,"score_spread":0.3236572668830576,"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."}}