{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001001053,0.0004243879,0.0007599986,0.001473998,0.0004206512,0.001549219,0.0004232569,0.001435118,0.0087562],"category_scores_gemma":[0.005397021,0.0001237484,0.0005292486,0.002120852,0.0007458118,0.0009079722,0.0008494302,0.001518336,0.002794027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003918731,"about_ca_system_score_gemma":0.0008229006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001609511,"about_ca_topic_score_gemma":0.001515025,"domain_scores_codex":[0.9981486,0.0006190641,0.0003289474,0.000230872,0.0004978428,0.0001746274],"domain_scores_gemma":[0.9966832,0.001173253,0.001162051,0.0001266966,0.0004993858,0.000355493],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004610644,0.0002574478,0.1410868,0.004711218,0.0004382982,0.002360423,0.0009783333,0.0004347725,0.0009290634,0.03502202,0.157274,0.6560467],"study_design_scores_gemma":[0.0001095544,0.0003749752,0.3143556,0.006263289,0.0003529805,0.03015345,0.0009549524,0.0004524603,0.0002423296,0.0370835,0.6095674,0.00008952388],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.03423656,0.8040934,0.002213554,0.03176369,0.005911424,0.0001192596,0.003059258,0.00008804729,0.118515],"genre_scores_gemma":[0.362493,0.5733957,0.002808657,0.01277744,0.01585788,0.0002757172,0.004828579,0.00004257024,0.02752039],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0087562,"threshold_uncertainty_score":0.0292924,"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."}}