{"id":"W1972651039","doi":"10.1007/s11886-005-0093-4","title":"Prophylaxis and management of postoperative atrial fibrillation","year":2005,"lang":"en","type":"review","venue":"Current Cardiology Reports","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Atrial fibrillation; Cardioversion; Sinus rhythm; Stroke (engine); Cardiac surgery; Normal Sinus Rhythm; Cardiology; Anesthesia; Internal medicine","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_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003871591,0.0003485939,0.002425903,0.0002545831,0.00004828988,0.00001028261,0.00003955682,0.0002660975,0.00002450618],"category_scores_gemma":[0.00006958791,0.0002599414,0.001096533,0.0002188747,0.0001133352,0.00005196087,0.0001547944,0.0001934877,0.00001138563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008328421,"about_ca_system_score_gemma":0.00009959182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001021808,"about_ca_topic_score_gemma":1.219103e-7,"domain_scores_codex":[0.9977672,0.0001529526,0.001111289,0.0005379518,0.0002357919,0.000194878],"domain_scores_gemma":[0.9985153,0.00007983321,0.0007827438,0.0004398509,0.0001017621,0.00008048872],"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":[0.00002621576,0.000001057772,0.004494554,0.009118148,0.001088019,0.0001797471,0.00001352684,0.00001008947,7.440548e-8,0.0001559755,0.0003494536,0.9845631],"study_design_scores_gemma":[0.0003083594,0.0001377055,0.001173163,0.003441818,0.003692789,0.0008414461,0.000006510435,0.000001630944,1.459914e-7,0.00002216468,0.9901716,0.0002026568],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002404366,0.9941089,0.00004963572,0.00004869882,0.001675179,0.002474782,0.00001006974,0.00004353259,0.001348787],"genre_scores_gemma":[0.0003653135,0.9958944,0.0002250143,0.000002729112,0.002519982,0.000007391017,0.0003639815,0.00002978864,0.0005914496],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9898221,"threshold_uncertainty_score":0.9999853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1159133359857367,"score_gpt":0.413604441137417,"score_spread":0.2976911051516803,"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."}}