{"id":"W4211135485","doi":"10.1038/nrdp.2016.16","title":"Atrial fibrillation","year":2016,"lang":"en","type":"review","venue":"Nature Reviews Disease Primers","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":244,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Montreal Heart Institute","funders":"","keywords":"Palpitations; Atrial fibrillation; Medicine; Cardiac arrhythmia; Intensive care medicine; Heartbeat; Cardiology; Epidemiology; Management of atrial fibrillation; Stroke (engine); Internal medicine","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":[0.000671307,0.0008628153,0.001474829,0.001922642,0.0002759842,0.001484043,0.0005183358,0.001173583,0.01392485],"category_scores_gemma":[0.00307577,0.0002591034,0.0006598026,0.001327428,0.0003540922,0.00110121,0.001029388,0.00184879,0.005764593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004073404,"about_ca_system_score_gemma":0.001510774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001009872,"about_ca_topic_score_gemma":0.002224447,"domain_scores_codex":[0.9994518,0.0001012553,0.0001527739,0.00008120434,0.000173657,0.00003927339],"domain_scores_gemma":[0.9991189,0.0004130371,0.0002044736,0.00003859215,0.0001642675,0.00006077404],"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":[0.0000516928,0.00002731487,0.0001612747,0.0127957,0.0001205107,0.00008685594,0.00003157896,0.00007406552,0.0003108494,0.001155887,0.05803362,0.9271507],"study_design_scores_gemma":[0.0001263467,0.00009655936,0.00131546,0.02194575,0.0006153954,0.001606203,0.00005209876,0.00008959396,0.0001901293,0.001856357,0.9720837,0.00002226895],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007753624,0.99369,0.0001892717,0.0006913947,0.001399667,0.00001631691,0.00004254908,0.0000181192,0.003875099],"genre_scores_gemma":[0.001749197,0.990594,0.0004218164,0.001909898,0.001958527,0.00002684704,0.0001252209,0.000004352797,0.003210182],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01392485,"threshold_uncertainty_score":0.04658324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09143827732570424,"score_gpt":0.4302327751558637,"score_spread":0.3387944978301594,"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."}}