{"id":"W2612343760","doi":"10.1161/circulationaha.116.026693","title":"Screening for Atrial Fibrillation","year":2017,"lang":"en","type":"review","venue":"Circulation","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":536,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nexen (Canada); Population Health Research Institute","funders":"National Institute for Health and Care Research","keywords":"Medicine; Atrial fibrillation; Stroke (engine); Asymptomatic; Medical emergency; Intensive care medicine; 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":[0.002021708,0.0002791215,0.0004756829,0.001689419,0.0007725345,0.0008196898,0.0005116623,0.001124778,0.03177674],"category_scores_gemma":[0.01199805,0.0001479736,0.0006847447,0.0009107903,0.0003427934,0.0007640877,0.001058311,0.001126873,0.008055995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000601729,"about_ca_system_score_gemma":0.00186415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007113664,"about_ca_topic_score_gemma":0.00725209,"domain_scores_codex":[0.9971199,0.0008339259,0.0002610116,0.0002793181,0.001100455,0.0004053694],"domain_scores_gemma":[0.9964204,0.001081578,0.0005383472,0.0001975991,0.001060587,0.0007015517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001710135,0.0003732302,0.1107864,0.001241244,0.00008544974,0.000743869,0.001252189,0.00007257117,0.0008358824,0.002366956,0.3373919,0.5446793],"study_design_scores_gemma":[0.0000973582,0.0008924124,0.287862,0.006712866,0.0001797757,0.009214228,0.001710212,0.0002917457,0.0005878267,0.003441333,0.6889256,0.00008461581],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.1598273,0.1026848,0.01209945,0.09941708,0.01141297,0.004960123,0.01716772,0.001033191,0.5913973],"genre_scores_gemma":[0.59592,0.1064404,0.0171018,0.1042948,0.005520272,0.00340483,0.01152261,0.0001798592,0.1556154],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.03177674,"threshold_uncertainty_score":0.1063038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3892698615112072,"score_gpt":0.4691533826327979,"score_spread":0.07988352112159064,"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."}}