{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005189568,0.0006699557,0.003167552,0.0003668237,0.00008710894,0.00004145052,0.0001921959,0.0007066283,0.0008793066],"category_scores_gemma":[0.001317864,0.0003872344,0.005077741,0.0005451514,0.00005419388,0.0001334111,0.0001117241,0.0005536706,0.002393768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002780051,"about_ca_system_score_gemma":0.0005210934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.547802e-7,"about_ca_topic_score_gemma":1.019288e-7,"domain_scores_codex":[0.9969184,0.0003358656,0.001171429,0.0006972761,0.0005216058,0.0003554251],"domain_scores_gemma":[0.9974167,0.0002692507,0.000866505,0.000869148,0.00008020538,0.0004981654],"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":[0.00006815924,0.000001279383,0.0001184931,0.0249269,0.0003643938,0.00001349721,0.000001402198,6.358128e-8,4.721675e-8,0.000503588,0.007742708,0.9662595],"study_design_scores_gemma":[0.0005191066,0.00002019463,0.00007157471,0.03043632,0.008117221,0.000006192813,3.289307e-7,8.095337e-7,3.950147e-8,0.00004110114,0.9603798,0.0004073032],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[1.67477e-7,0.9910555,0.0000282345,0.0006293849,0.001358828,0.004935283,0.00005513881,0.0001401621,0.001797295],"genre_scores_gemma":[6.39569e-7,0.9827092,0.0003514579,0.0001550252,0.01044997,0.00001017374,0.0006787471,0.00009569862,0.005549084],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9658521,"threshold_uncertainty_score":0.999858,"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."}}