{"id":"W3121217324","doi":"10.1016/j.ccep.2020.11.010","title":"Postoperative Atrial Fibrillation","year":2021,"lang":"en","type":"review","venue":"Cardiac Electrophysiology Clinics","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Montreal Heart Institute","funders":"National Heart, Lung, and Blood Institute; Canadian Institutes of Health Research; National Institutes of Health; Deutsche Forschungsgemeinschaft; Heart and Stroke Foundation of Canada","keywords":"Medicine; Atrial fibrillation; Asymptomatic; Cardiac surgery; Perioperative; Cardiology; Subclinical infection; Internal medicine; Cardiothoracic surgery; Anesthesia; Surgery","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002755593,0.000522102,0.004592619,0.0002032527,0.0001251262,0.00003093755,0.0001073779,0.000852507,0.0001320787],"category_scores_gemma":[0.0006953322,0.0004210794,0.005013501,0.0005628158,0.00009250531,0.00005723814,0.0001325526,0.0006345175,0.0003955897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001919772,"about_ca_system_score_gemma":0.0009127391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001368177,"about_ca_topic_score_gemma":9.917269e-8,"domain_scores_codex":[0.9968809,0.0006879834,0.001047055,0.0007379664,0.0002226205,0.0004234498],"domain_scores_gemma":[0.9975454,0.0009280562,0.0005087504,0.000648767,0.0002443795,0.0001247097],"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":[0.0000766418,0.000001995219,0.0001118086,0.001455356,0.002314607,0.00002981341,0.00001056494,0.000009643705,0.000005779044,0.001653223,0.002069874,0.9922607],"study_design_scores_gemma":[0.0004193645,0.0004603667,0.00005602174,0.001023831,0.005241605,0.00001778633,0.000005958157,0.000008173502,0.00000120063,0.00006073765,0.9923492,0.0003557748],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009023858,0.9952046,0.00001621973,0.0001719132,0.00227493,0.001368802,0.00003211971,0.0001083408,0.0007328361],"genre_scores_gemma":[0.000009561531,0.9818139,0.0002655662,0.000131635,0.01143165,0.000004954661,0.002716069,0.00008731337,0.003539338],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9919049,"threshold_uncertainty_score":0.9998241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.089476425621906,"score_gpt":0.4250325445844832,"score_spread":0.3355561189625772,"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."}}