{"id":"W2584588630","doi":"10.1161/circulationaha.116.025312","title":"Atrial Fibrillation and Ventricular Arrhythmias","year":2017,"lang":"en","type":"article","venue":"Circulation","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":133,"is_retracted":false,"has_abstract":true,"ca_institutions":"Libin Cardiovascular Institute of Alberta","funders":"","keywords":"Medicine; Atrial fibrillation; Internal medicine; Cardiology; Heart failure; Sudden cardiac death; Implantable cardioverter-defibrillator; Stroke (engine); Incidence (geometry); Cardioversion; Catheter ablation; Myocardial infarction","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":[0.0001250016,0.00006601545,0.0001277527,0.00006118806,0.0002727428,0.00008735939,0.00002273329,0.00005608045,0.00004976541],"category_scores_gemma":[0.0003313562,0.00006164887,0.0001015144,0.00003306053,0.00002994007,0.0002109258,0.00002850838,0.00003102488,0.00003792453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002677939,"about_ca_system_score_gemma":0.00001262465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001034374,"about_ca_topic_score_gemma":8.599711e-7,"domain_scores_codex":[0.9994728,0.00001222387,0.0001391893,0.0001424135,0.0001501689,0.00008323065],"domain_scores_gemma":[0.9994872,0.00003053816,0.0001381187,0.0002530533,0.0000424914,0.00004859463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004768186,2.600072e-7,0.9719951,0.00001997092,0.00003091078,0.00001120893,0.00002885755,0.0002784604,0.0002163885,0.002134326,0.00003428067,0.02520255],"study_design_scores_gemma":[0.001093884,0.00001255095,0.9787841,0.0000173823,0.00009974697,0.00002191969,0.00000910955,0.006134409,0.00005351174,0.0007468417,0.0129592,0.00006731219],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929524,0.0002830788,0.001224995,0.002605585,0.0003117294,0.0003327115,7.260901e-7,0.00004759977,0.002241171],"genre_scores_gemma":[0.9967669,0.00003659148,0.0002590019,0.00002253869,0.002640273,1.628655e-7,0.00002745413,0.000008176265,0.0002388758],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02513524,"threshold_uncertainty_score":0.2513968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05846153751482197,"score_gpt":0.3278293202134802,"score_spread":0.2693677826986582,"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."}}