{"id":"W2964373888","doi":"10.1001/jamainternmed.2019.2431","title":"Perioperative Management of Patients With Atrial Fibrillation Receiving a Direct Oral Anticoagulant","year":2019,"lang":"en","type":"article","venue":"JAMA Internal Medicine","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":501,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Calgary; Jewish General Hospital; Université de Montréal; University of Ottawa; McGill University; University of Toronto; Hamilton Health Sciences; Dalhousie University; Hamilton Regional Laboratory Medicine Program; Centre Hospitalier Universitaire de Sherbrooke; University of British Columbia; Institut du Savoir Montfort; Montfort Hospital; Ottawa Hospital; McMaster University; University of Manitoba; Montreal General Hospital","funders":"","keywords":"Medicine; Apixaban; Rivaroxaban; Perioperative; Dabigatran; Atrial fibrillation; Warfarin; Stroke (engine); Cohort; Anticoagulant; Anesthesia; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002571072,0.0001749103,0.0005642848,0.0001762508,0.0000283097,0.00001463685,0.00007684204,0.00005069297,0.0007859115],"category_scores_gemma":[0.000103853,0.0001084759,0.0001273692,0.0002299455,0.0000667731,0.0001630862,0.00006512228,0.00009731488,0.00004862524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006749327,"about_ca_system_score_gemma":0.00001435745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008269612,"about_ca_topic_score_gemma":0.000003642408,"domain_scores_codex":[0.9984892,0.00004736202,0.0004401527,0.0002541017,0.000597243,0.000171912],"domain_scores_gemma":[0.9991493,0.0001102864,0.0002365551,0.0002290773,0.0001977175,0.00007702279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003148478,0.000005944399,0.9795291,0.0002387521,0.0005382656,0.00001524421,0.0003582183,0.0001226529,0.0001527017,0.0004237064,0.0002105571,0.01525638],"study_design_scores_gemma":[0.01195618,0.001602954,0.9705493,0.001553234,0.0003705242,0.000003587605,0.000311249,0.0006610038,0.0001899379,0.000010535,0.01266089,0.0001306189],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9718714,0.0001181257,0.0002745733,0.001657949,0.0006169443,0.0009852328,0.00000430255,0.00003913607,0.02443237],"genre_scores_gemma":[0.9915203,0.00007180675,0.0008723598,0.0001088324,0.0008709403,6.052155e-7,0.00005610789,0.00002124085,0.006477837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01964891,"threshold_uncertainty_score":0.8605179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02582574603996651,"score_gpt":0.3060462514767716,"score_spread":0.280220505436805,"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."}}