{"id":"W4226391109","doi":"","title":"Association of Diabetes With Atrial Fibrillation Phenotype and Cardiac and Neurological Comorbidities: Insights From the Swiss-AF Study.","year":2021,"lang":"en","type":"article","venue":"VUBIR (Vrije Universiteit Brussel)","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"","keywords":"Medicine; Atrial fibrillation; Diabetes mellitus; Internal medicine; Odds ratio; Myocardial infarction; Stroke (engine); Comorbidity; Heart failure; Cardiology; Cross-sectional study; Quality of life (healthcare); Endocrinology; Pathology","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":[],"consensus_categories":[],"category_scores_codex":[0.0001150416,0.0001258886,0.0003388771,0.00006045679,0.0001414264,0.00003671837,0.00004073644,0.00007700739,0.00005741968],"category_scores_gemma":[0.0001522867,0.0000875289,0.00008400788,0.0002525196,0.00005989447,0.0001471853,0.0001002018,0.00009394838,0.000003098001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003337453,"about_ca_system_score_gemma":0.00003866624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008084645,"about_ca_topic_score_gemma":0.00004696151,"domain_scores_codex":[0.9990069,0.0001805715,0.0001646228,0.0002442129,0.000285886,0.0001178006],"domain_scores_gemma":[0.9987389,0.0007382215,0.000156795,0.0001729734,0.000138311,0.0000547713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002684313,0.00000508606,0.9957315,0.0000150026,0.0004713773,0.00001236283,0.001204051,0.00004673707,0.0003600093,0.0004549777,0.0002667602,0.001163731],"study_design_scores_gemma":[0.002498758,0.0004515824,0.9803509,0.00001973506,0.0009351035,3.947804e-7,0.002365781,0.0003475744,0.00008267396,0.000142539,0.01269684,0.0001081874],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947188,0.001039013,0.00001147501,0.0032155,0.0001354706,0.0003868779,0.00001883969,0.00003836146,0.0004356718],"genre_scores_gemma":[0.9982205,0.00019135,0.0001389603,0.00008257844,0.0006262248,1.075693e-7,0.00006260027,0.00001015977,0.0006674985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01538064,"threshold_uncertainty_score":0.3569325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01863461126356623,"score_gpt":0.2343795927664273,"score_spread":0.215744981502861,"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."}}