{"id":"W3184101967","doi":"10.1016/j.jcin.2021.05.026","title":"Postoperative Atrial Fibrillation or Flutter Following Transcatheter or Surgical Aortic Valve Replacement","year":2021,"lang":"en","type":"article","venue":"JACC: Cardiovascular Interventions","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; Université Laval","funders":"Edwards Lifesciences; Medtronic; Abbott Laboratories","keywords":"Atrial fibrillation; Atrial flutter; Medicine; Cardiology; Internal medicine; Flutter; Aortic valve replacement; Valve replacement; Stenosis; Engineering","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_broad","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003283964,0.0002715487,0.0007959,0.0001085933,0.0001804994,0.00009386779,0.00005664792,0.0001165631,0.002176048],"category_scores_gemma":[0.0001740573,0.0001970134,0.06632255,0.0003217702,0.00003031889,0.0001544462,0.00006612809,0.0001446569,0.000155926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002248872,"about_ca_system_score_gemma":0.0002005962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004553512,"about_ca_topic_score_gemma":0.00001421692,"domain_scores_codex":[0.9975788,0.0003111866,0.0005663401,0.0005928823,0.0006210757,0.000329702],"domain_scores_gemma":[0.9986353,0.0000881163,0.00006017127,0.0007849062,0.0002150447,0.0002164534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"observational","study_design_scores_codex":[0.01007165,0.001879289,0.1510268,0.001403348,0.6816776,0.005834403,0.001840772,0.001933487,0.0001969158,0.0002227244,0.003990675,0.1399222],"study_design_scores_gemma":[0.08542792,0.005405175,0.4179293,0.006194957,0.2554979,0.005489398,0.002925094,0.0005603743,0.002019445,0.0001552864,0.2158261,0.002569065],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.96805,0.02491455,0.002264534,0.000589166,0.001379987,0.001304421,0.0001311971,0.0001301498,0.001236021],"genre_scores_gemma":[0.9935766,0.0003216347,0.0004140965,0.00009745398,0.0006392956,0.00006961264,0.0004882535,0.00005045885,0.004342597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4261797,"threshold_uncertainty_score":0.9987361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03829930521045562,"score_gpt":0.364942263758138,"score_spread":0.3266429585476824,"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."}}