{"id":"W2073453392","doi":"10.1097/hco.0b013e32831c8c58","title":"Atrial fibrillation and congestive heart failure","year":2008,"lang":"en","type":"review","venue":"Current Opinion in Cardiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Heart Institute; Université de Montréal","funders":"","keywords":"Medicine; Atrial fibrillation; Heart failure; Cardiology; Internal medicine; Cardioversion; Sinus rhythm; Stroke (engine)","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"],"consensus_categories":[],"category_scores_codex":[0.0001762035,0.000326967,0.002285319,0.0003865191,0.00005102569,0.00001121697,0.00005063484,0.0003892089,0.0000187753],"category_scores_gemma":[0.0002591249,0.0002692497,0.0008221667,0.0002698603,0.000120337,0.00005248332,0.0001032781,0.0003467395,0.00006586564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001109159,"about_ca_system_score_gemma":0.0001715824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002481016,"about_ca_topic_score_gemma":2.750788e-7,"domain_scores_codex":[0.9981976,0.0003110795,0.0006307996,0.000478309,0.0001468172,0.0002354495],"domain_scores_gemma":[0.9989576,0.0004500916,0.0002177301,0.0002364376,0.00005141577,0.0000867508],"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":[0.00005257129,6.946577e-7,0.04235022,0.008133803,0.0002599504,0.000003829263,0.00002623751,0.00002991755,2.480014e-8,0.0005152802,0.01600431,0.9326231],"study_design_scores_gemma":[0.0008871485,0.00008036973,0.003645201,0.003432955,0.0002539718,0.0003022104,0.000006841752,0.00001178738,7.507341e-9,0.00002983784,0.9911325,0.0002171489],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001781502,0.991424,0.00004055277,0.0004067853,0.006502417,0.001440788,0.00002475863,0.00004741251,0.00009553387],"genre_scores_gemma":[0.00003591704,0.9847304,0.00008103539,0.000003791006,0.01436472,0.000005047599,0.0007103069,0.00002763239,0.00004115278],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9751282,"threshold_uncertainty_score":0.999976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1970681919367605,"score_gpt":0.443169731152345,"score_spread":0.2461015392155845,"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."}}