{"id":"W4281670834","doi":"10.1016/j.cjco.2022.06.003","title":"Use of Anticoagulation Therapy in Patients With Perioperative Atrial Fibrillation After Cardiac Surgery: A Systematic Review and Meta-analysis","year":2022,"lang":"en","type":"review","venue":"CJC Open","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Impact; McMaster University; Population Health Research Institute","funders":"Canadian Institutes of Health Research; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Physicians' Services Incorporated Foundation; Mach-Gaensslen Foundation of Canada; Roche; Gottfried und Julia Bangerter-Rhyner-Stiftung; Bayer","keywords":"Atrial fibrillation; Medicine; Perioperative; Meta-analysis; Cardiac surgery; Cardiology; Internal medicine; 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":[],"consensus_categories":[],"category_scores_codex":[0.001041103,0.0003360657,0.01140672,0.0004831027,0.00004558155,0.0001020578,0.00009165215,0.00008074272,0.0007986776],"category_scores_gemma":[0.0002751717,0.0001952631,0.002227868,0.001294319,0.00002634197,0.0003281125,0.000147565,0.00009461275,0.000003199955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008160892,"about_ca_system_score_gemma":0.0001118143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006221532,"about_ca_topic_score_gemma":0.000007606972,"domain_scores_codex":[0.9967102,0.00112228,0.001229808,0.0003926,0.0004240577,0.0001210043],"domain_scores_gemma":[0.9976721,0.0006849342,0.0009722614,0.0005108268,0.0001146548,0.00004516475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.0004979117,0.00001361763,0.09512235,0.5755513,0.310462,0.00000661774,0.0001743435,0.00002345172,5.93178e-9,0.00003343291,0.00007647176,0.01803851],"study_design_scores_gemma":[0.0003818789,0.0001123157,0.006359089,0.009890693,0.854592,5.563336e-7,0.000007199296,0.000005683598,1.927106e-8,5.248673e-7,0.128387,0.0002630806],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002090599,0.9861709,0.000003013397,0.00006981913,0.0000353986,0.01336462,0.0001141338,0.000007591165,0.00002539831],"genre_scores_gemma":[0.0004906846,0.9974177,0.00008702531,0.00005500102,0.00004512042,0.0001218399,0.001155845,0.00003428209,0.0005925302],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5656606,"threshold_uncertainty_score":0.874496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2255406493469747,"score_gpt":0.3941822393409148,"score_spread":0.1686415899939401,"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."}}