{"id":"W2923122590","doi":"10.1161/circulationaha.118.035012","title":"Early Risks of Death, Stroke/Systemic Embolism, and Major Bleeding in Patients With Newly Diagnosed Atrial Fibrillation","year":2019,"lang":"en","type":"article","venue":"Circulation","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":91,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"RIKEN; National Institutes of Health; Astellas Pharma; Daiichi Sankyo Europe; Sanofi; Bayer HealthCare; Regeneron Pharmaceuticals; Harvard University; National Heart, Lung, and Blood Institute; Pfizer; AstraZeneca; Eli Lilly and Company; Bristol-Myers Squibb; Bayer; American Heart Association","keywords":"Medicine; Atrial fibrillation; Stroke (engine); Internal medicine; Embolism; Cardiology; Heart failure; Mortality rate; Bleed; Surgery","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":[0.0001485577,0.0001023475,0.0002813381,0.00022159,0.00002474488,0.000018279,0.00002216236,0.00008068177,0.0000252389],"category_scores_gemma":[0.00005819503,0.00008991921,0.0000639854,0.0001817593,0.0000122364,0.0002352278,0.0000166865,0.00005112971,0.00001107638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005889671,"about_ca_system_score_gemma":0.00002023898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001146063,"about_ca_topic_score_gemma":0.000003793562,"domain_scores_codex":[0.999061,0.00003265662,0.0003217345,0.000189164,0.0002786163,0.0001168638],"domain_scores_gemma":[0.9994377,0.00009162873,0.0002081748,0.0001343801,0.00008873014,0.00003939996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004160749,0.000002094009,0.9926981,0.00009260552,0.00004387335,5.084836e-7,0.000239389,0.003034854,0.0004432027,0.000330626,0.000001270661,0.002697394],"study_design_scores_gemma":[0.008271796,0.0001107818,0.9890391,0.0001436137,0.000113748,6.739869e-7,0.00005359728,0.002077461,0.00002663623,0.00004210419,0.00002885142,0.00009163495],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980221,0.00008838838,0.0002182113,0.00004540935,0.0001739741,0.001111566,0.000004080197,0.00002600049,0.0003102017],"genre_scores_gemma":[0.9993401,0.000009268882,0.0001887665,0.000006647458,0.0003285382,6.369078e-7,0.00005748922,0.00001549886,0.00005310959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007855721,"threshold_uncertainty_score":0.3666799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03873352032744187,"score_gpt":0.2935800787925218,"score_spread":0.2548465584650799,"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."}}