{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000687822,0.0002935164,0.0003483197,0.000719207,0.0003603729,0.0006417289,0.0003005507,0.0005673392,0.001244066],"category_scores_gemma":[0.003140558,0.0002808815,0.0005797172,0.0008558757,0.000222006,0.0005467896,0.0004876809,0.001005788,0.0001830198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003147913,"about_ca_system_score_gemma":0.0003630804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002808799,"about_ca_topic_score_gemma":0.005566672,"domain_scores_codex":[0.9996071,0.00009941888,0.00006827104,0.00007963332,0.00007310282,0.00007252729],"domain_scores_gemma":[0.9956816,0.0005490996,0.002870812,0.0001348003,0.0001944392,0.0005691151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006854062,0.00001747193,0.9991719,0.000007117135,0.0000248626,0.00005080989,0.00001869655,0.00002492361,0.00002697206,0.000005591633,0.0000379229,0.0005452324],"study_design_scores_gemma":[0.000005539014,0.00004785946,0.9993051,0.000007475456,0.0000183212,0.0003725722,0.00003549992,0.0001002529,0.00001719516,0.00002121083,0.00006527827,0.000003597808],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982237,0.000771771,0.00009994867,0.00009632819,0.00001308947,0.000007756322,0.0003950079,0.000003517559,0.0003888727],"genre_scores_gemma":[0.998997,0.0002780655,0.0001342509,0.00003132751,0.00003757513,0.000008365573,0.0003968166,0.00000118938,0.0001153967],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002808799,"threshold_uncertainty_score":0.005584896,"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."}}