{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005951952,0.0007971511,0.001107579,0.001681526,0.0002411275,0.001028256,0.0006463102,0.001150427,0.004237181],"category_scores_gemma":[0.001925875,0.0001646145,0.001165407,0.001669373,0.0004277548,0.000720415,0.0006516106,0.001660037,0.0009908137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005378103,"about_ca_system_score_gemma":0.001759196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001960001,"about_ca_topic_score_gemma":0.002346536,"domain_scores_codex":[0.9996451,0.0000783673,0.00006405878,0.00004442252,0.0001332815,0.00003475439],"domain_scores_gemma":[0.9994704,0.0003310108,0.00008644127,0.00001337624,0.00007542771,0.00002331406],"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":[0.00007591162,0.00007544912,0.001051161,0.03886546,0.0004441529,0.0002033316,0.0001186404,0.0002662997,0.0003404599,0.005675266,0.02967747,0.9232064],"study_design_scores_gemma":[0.0000435713,0.00009118537,0.006299675,0.0326555,0.001039247,0.002515357,0.0001469357,0.0001520711,0.0003217547,0.00626024,0.9504396,0.00003486794],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009216594,0.99876,0.000047569,0.0003832338,0.0001695607,0.000003615921,0.00001746236,0.00000376396,0.0005227785],"genre_scores_gemma":[0.001047381,0.9982708,0.00008521757,0.000187449,0.0001564083,0.000006156554,0.00002747321,8.025162e-7,0.0002182868],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004237181,"threshold_uncertainty_score":0.01417476,"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."}}