{"id":"W2728796291","doi":"10.1093/europace/eux205","title":"Symptomatic atrial fibrillation and risk of cardiovascular events: data from the Euro Heart Survey","year":2017,"lang":"en","type":"article","venue":"EP Europace","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"","keywords":"Medicine; Atrial fibrillation; Asymptomatic; Heart failure; Internal medicine; Stroke (engine); Incidence (geometry); COPD; Cardiology","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":[0.001363124,0.0002612068,0.0004744374,0.001336673,0.0001481811,0.0003802793,0.0003133128,0.0003803903,0.001150719],"category_scores_gemma":[0.002813874,0.0001750565,0.0006357078,0.001773327,0.0001408247,0.0003926892,0.0004434008,0.0004319394,0.0002498888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001626652,"about_ca_system_score_gemma":0.0002617465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005633037,"about_ca_topic_score_gemma":0.005170912,"domain_scores_codex":[0.9991393,0.0002832105,0.0001870644,0.0001215338,0.0001928565,0.00007594514],"domain_scores_gemma":[0.9965906,0.0005284059,0.001993174,0.0001608626,0.0003476648,0.0003793886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001167902,0.00001442624,0.9985562,0.00003353348,0.00009956139,0.00001854894,0.00002430906,0.00004871472,0.00003711648,0.000007681393,0.000253648,0.0007895165],"study_design_scores_gemma":[0.00001164677,0.00004114546,0.9995484,0.000009032985,0.00002727551,0.00006282728,0.00003696869,0.0000722664,0.000008233409,0.000008172086,0.0001719083,0.000002103081],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9841448,0.001222674,0.0001949151,0.0001622574,0.00001657899,0.00002381008,0.01350719,0.00001316969,0.0007147313],"genre_scores_gemma":[0.9897987,0.0004213523,0.0001642773,0.00004899096,0.00002035558,0.00003304059,0.009373575,0.000003353584,0.0001362492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005633037,"threshold_uncertainty_score":0.01120049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.11676277071082,"score_gpt":0.3446967831378911,"score_spread":0.2279340124270711,"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."}}