{"id":"W2742923212","doi":"10.1161/circulationaha.116.023163","title":"Modifiable Risk Factors and Atrial Fibrillation","year":2017,"lang":"en","type":"review","venue":"Circulation","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":594,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Heart Institute","funders":"","keywords":"Medicine; Intensive care medicine; Atrial fibrillation; Catheter ablation; Risk factor; Sinus rhythm; Cardiology; 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":[],"consensus_categories":[],"category_scores_codex":[0.0002414561,0.0002838997,0.001184344,0.0002421165,0.0002681082,0.0001124557,0.00005287996,0.0003164958,0.00005986473],"category_scores_gemma":[0.0004447347,0.0002185311,0.0006776711,0.0001026277,0.00003715466,0.0001922052,0.00004746566,0.0001465462,0.00006114745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001019667,"about_ca_system_score_gemma":0.00008498065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008943181,"about_ca_topic_score_gemma":8.904923e-7,"domain_scores_codex":[0.9987201,0.00008282034,0.0004676447,0.0003455234,0.0002327161,0.0001511965],"domain_scores_gemma":[0.9984944,0.0001766096,0.000768396,0.0004268141,0.00004861589,0.00008517208],"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":[0.000009950892,2.95852e-7,0.08661316,0.002784471,0.0002377107,0.000001154841,0.00002149738,0.00018097,8.984242e-8,0.000195855,0.00003729778,0.9099175],"study_design_scores_gemma":[0.0004294751,0.00001453989,0.02225394,0.001286223,0.003050801,0.000005941965,0.000003572749,0.001317055,6.899216e-8,0.0001264459,0.9713051,0.0002068338],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001248529,0.9953466,0.0002151355,0.00002858501,0.0005585192,0.001371024,0.00001987218,0.0000858182,0.00112591],"genre_scores_gemma":[0.004522634,0.9902045,0.00008566079,0.000001147053,0.003924268,9.863948e-7,0.0006710353,0.00004105544,0.0005487875],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9712678,"threshold_uncertainty_score":0.8911439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.230429564227943,"score_gpt":0.4109135388786003,"score_spread":0.1804839746506573,"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."}}