{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001986033,0.0008321857,0.0009212813,0.001234074,0.001577665,0.001559122,0.0009342164,0.001768353,0.002605105],"category_scores_gemma":[0.004305138,0.001779207,0.001658994,0.002440061,0.0007498719,0.00170776,0.001229533,0.002832964,0.0007827291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004886702,"about_ca_system_score_gemma":0.001199803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005808218,"about_ca_topic_score_gemma":0.007499301,"domain_scores_codex":[0.9983298,0.0005361629,0.0003011806,0.0003135007,0.000217312,0.0003020162],"domain_scores_gemma":[0.9944673,0.001173858,0.001720672,0.0007534398,0.0006081822,0.001276687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006346271,0.0003439698,0.9979852,0.00001260262,0.0001721189,0.00007822994,0.0001095444,0.00002492813,0.0001545034,0.00002782549,0.00007397633,0.0003823933],"study_design_scores_gemma":[0.00007738717,0.0007570622,0.9979551,0.000009561732,0.000104401,0.0002079871,0.0005060948,0.000126512,0.00005736092,0.00003002405,0.0001553842,0.00001317785],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984598,0.0002403525,0.0001841281,0.0000424472,0.00002449025,0.00003362856,0.0006140907,0.000004361666,0.0003967054],"genre_scores_gemma":[0.997951,0.0001740812,0.0002756145,0.0000724342,0.00004793721,0.00006707659,0.0009289362,0.000007501852,0.0004755219],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005808218,"threshold_uncertainty_score":0.01154882,"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."}}