{"id":"W3193942184","doi":"10.1093/ejcts/ezab389","title":"2021 ESC/EACTS Guidelines for the management of valvular heart disease","year":2021,"lang":"en","type":"article","venue":"European Journal of Cardio-Thoracic Surgery","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":635,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Türk Kardiyoloji Derneği; British Cardiovascular Society","keywords":"Medical prescription; Medicine; Health care; Ambiguity; Contradiction; Health professionals; Medical education; Psychology; Public relations; Family medicine; Political science; Nursing; Law; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008233913,0.001561143,0.002413697,0.00721044,0.000922286,0.004368548,0.003359593,0.007316361,0.04735144],"category_scores_gemma":[0.03211303,0.0007021376,0.002953357,0.004107089,0.001456733,0.001545043,0.002281878,0.006694722,0.05202383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003243536,"about_ca_system_score_gemma":0.01408413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009761081,"about_ca_topic_score_gemma":0.01522932,"domain_scores_codex":[0.9911186,0.002784783,0.002115111,0.0003939595,0.00304868,0.0005389088],"domain_scores_gemma":[0.9735872,0.005394115,0.002822838,0.000713136,0.01596565,0.001517116],"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":[0.00006799352,0.00008287585,0.0004391382,0.002408471,0.0000667822,0.0002548577,0.00005483142,0.0005078814,0.0002845394,0.003206912,0.865436,0.1271898],"study_design_scores_gemma":[0.00007878949,0.00004762382,0.001750228,0.006993976,0.00006637468,0.0005376411,0.00005358,0.0002831685,0.0001102234,0.002750007,0.9872971,0.00003136798],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.002387442,0.2480499,0.03835984,0.2212828,0.1030416,0.007838722,0.0701865,0.003953877,0.3048993],"genre_scores_gemma":[0.02174016,0.2344189,0.138662,0.1196454,0.04789842,0.01327797,0.2149646,0.002590188,0.2068025],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.04735144,"threshold_uncertainty_score":0.1584064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07568593196141014,"score_gpt":0.3893099731146736,"score_spread":0.3136240411532635,"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."}}