{"id":"W4388361514","doi":"10.1016/j.jss.2023.09.060","title":"Prospective Study of Risk Factors for Postoperative Atrial Fibrillation After Cardiac Surgery","year":2023,"lang":"en","type":"article","venue":"Journal of Surgical Research","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Janssen Pharmaceuticals; Canadian Institutes of Health Research; Abbott Vascular; National Institute of Neurological Disorders and Stroke; JenaValve; AtriCure; CSL Behring; Bayer Corporation; Bristol-Myers Squibb; Edwards Lifesciences; GlaxoSmithKline; National Heart, Lung, and Blood Institute; Pfizer; U.S. Department of Health and Human Services; National Institutes of Health; Boston Scientific Corporation","keywords":"Medicine; Atrial fibrillation; Internal medicine; Cardiology; Odds ratio; Cardiac surgery; Prospective cohort study; Confidence interval; Heart failure; Valve replacement; Surgery; Stenosis","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004469675,0.00009780314,0.0006675891,0.0007548041,0.0001082523,0.0000299364,0.00005514137,0.00007187738,0.00008851779],"category_scores_gemma":[0.003635179,0.00006431623,0.0007048919,0.0009530096,0.00006378427,0.0001522411,0.00006447676,0.0002720505,0.00001074164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001004311,"about_ca_system_score_gemma":0.0001574553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003051914,"about_ca_topic_score_gemma":0.000002841312,"domain_scores_codex":[0.9972351,0.0004760916,0.0006467611,0.0001511584,0.001237282,0.0002536571],"domain_scores_gemma":[0.9906833,0.007538539,0.0002430972,0.0001247151,0.001277707,0.0001325952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00815812,0.0000177894,0.9851009,0.0000279406,0.0004009039,0.00006245952,0.001411571,0.0001392928,0.0000401738,0.00004629538,0.001457817,0.003136731],"study_design_scores_gemma":[0.002526358,0.001641353,0.9800548,0.00004859621,0.0001497064,0.000003027929,0.004215083,0.0000952056,0.0002298153,0.0002398761,0.0107252,0.0000709489],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973176,0.0002009143,0.000007671732,0.0008257058,0.0003744935,0.001121849,0.0000276824,0.00001131144,0.0001127404],"genre_scores_gemma":[0.9968722,0.0005445083,0.00002853194,0.000001021302,0.002017755,0.000002066291,0.000009962481,0.00001555212,0.0005083451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009267387,"threshold_uncertainty_score":0.4351911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1742752739929988,"score_gpt":0.4519477356558561,"score_spread":0.2776724616628573,"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."}}