{"id":"W3125449416","doi":"10.1016/j.ccep.2020.12.001","title":"Risk Factors in Atrial Fibrillation: Appraisal of Atrial Fibrillation Risk Stratification","year":2021,"lang":"en","type":"article","venue":"Cardiac Electrophysiology Clinics","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Montreal Heart Institute; Université de Montréal","funders":"","keywords":"Medicine; Atrial fibrillation; Risk stratification; 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":[0.01268777,0.001446643,0.003436716,0.004370002,0.000555825,0.003334257,0.001083099,0.001208493,0.00136288],"category_scores_gemma":[0.03059736,0.0004151964,0.003246479,0.002867633,0.0006725406,0.001422343,0.001221272,0.002455105,0.0002639415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001690019,"about_ca_system_score_gemma":0.003519553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004908388,"about_ca_topic_score_gemma":0.01283662,"domain_scores_codex":[0.9923303,0.003697676,0.0009751931,0.0004060761,0.002390781,0.0002000654],"domain_scores_gemma":[0.9776979,0.01287894,0.004294273,0.0008040945,0.003534013,0.0007907299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003013005,0.0004044698,0.418546,0.008491249,0.01096056,0.0002670045,0.0004267457,0.002019286,0.0003960098,0.005227895,0.01314524,0.5371025],"study_design_scores_gemma":[0.002131142,0.003379862,0.8229845,0.02844144,0.04534985,0.001698861,0.001776911,0.01573573,0.000912052,0.02151672,0.05571263,0.0003602239],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.08821668,0.8516393,0.004119259,0.03788808,0.002688395,0.000417605,0.001719362,0.00007551634,0.01323586],"genre_scores_gemma":[0.6862222,0.2843398,0.01238055,0.004478316,0.009351098,0.000323994,0.00158764,0.0000316128,0.001284805],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01268777,"threshold_uncertainty_score":0.06710017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03460291211155626,"score_gpt":0.3527888280202861,"score_spread":0.3181859159087299,"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."}}