{"id":"W2314806194","doi":"10.15420/aer.2013.2.1.8","title":"Recent Atrial Fibrillation Guidelines – Looking at Both Sides of the Atlantic","year":2013,"lang":"en","type":"article","venue":"Arrhythmia & Electrophysiology Review","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Heart Rhythm Society; American College of Cardiology Foundation; American Heart Association","keywords":"Medicine; Atrial fibrillation; Heart Rhythm; Catheter ablation; Cardiology; Internal medicine; Randomized controlled trial; Management of atrial fibrillation; Intensive care medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005062059,0.0005828411,0.0007718572,0.003977331,0.000389638,0.001564259,0.001277609,0.001918429,0.003628556],"category_scores_gemma":[0.01714349,0.0002997223,0.0009479315,0.007090997,0.0004830164,0.002201666,0.0006260163,0.002275244,0.00163949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002540347,"about_ca_system_score_gemma":0.006037727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01413734,"about_ca_topic_score_gemma":0.03271185,"domain_scores_codex":[0.9960805,0.001243178,0.0009072957,0.0002686202,0.001313596,0.000186862],"domain_scores_gemma":[0.9901994,0.001644011,0.001793559,0.0001239451,0.005851998,0.0003871751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007683507,0.00004660834,0.001743371,0.01100146,0.0002897074,0.0002620121,0.0004039732,0.0003434677,0.0002833289,0.006782783,0.5051324,0.4736341],"study_design_scores_gemma":[0.0000699564,0.00006006529,0.00540119,0.01942961,0.0005032446,0.001066787,0.0003958067,0.0001408618,0.00008297362,0.00341243,0.9694072,0.00002993196],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.001288128,0.9338341,0.0005649052,0.05056202,0.004682384,0.00005778511,0.000368241,0.00003576589,0.008606684],"genre_scores_gemma":[0.009117851,0.9512838,0.005465676,0.02593467,0.003260413,0.00009258054,0.001195826,0.00002706072,0.003622171],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01413734,"threshold_uncertainty_score":0.02811009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04852363476805619,"score_gpt":0.3306680474237697,"score_spread":0.2821444126557134,"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."}}