{"id":"W4239538528","doi":"10.1093/europace/euaa065","title":"European Heart Rhythm Association (EHRA)/Heart Rhythm Society (HRS)/Asia Pacific Heart Rhythm Society (APHRS)/Latin American Heart Rhythm Society (LAHRS) expert consensus on risk assessment in cardiac arrhythmias: use the right tool for the right outcome, in the right population","year":2020,"lang":"en","type":"article","venue":"EP Europace","topic":"Cardiac electrophysiology and arrhythmias","field":"Medicine","cited_by":95,"is_retracted":false,"has_abstract":true,"ca_institutions":"Libin Cardiovascular Institute of Alberta; McGill University Health Centre; University of Calgary; University of British Columbia","funders":"National Heart, Lung, and Blood Institute; Novo Nordisk Fonden","keywords":"Heart Rhythm; Rhythm; Internal medicine; Cardiology; 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":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.005821969,0.001340371,0.002367798,0.0001038863,0.001993151,0.0003992445,0.000351245,0.0005076986,0.0001516161],"category_scores_gemma":[0.001205493,0.0008616239,0.003599223,0.001911164,0.0007729428,0.00039221,0.0002341523,0.003996291,0.0002492999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001226704,"about_ca_system_score_gemma":0.0003864541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005093672,"about_ca_topic_score_gemma":0.00007658456,"domain_scores_codex":[0.9872919,0.004947327,0.00196849,0.002011962,0.001753166,0.002027127],"domain_scores_gemma":[0.9902909,0.005937406,0.0009986487,0.001974113,0.0004281536,0.0003707659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001766238,0.0009210141,0.1071337,0.0003491057,0.002328341,0.000631182,0.02141385,0.005222948,0.00427857,0.001479863,0.8521558,0.002319323],"study_design_scores_gemma":[0.003942415,0.001044176,0.5916291,0.0002098174,0.000557157,0.001165223,0.003322771,0.008290857,0.0005358504,0.0001287783,0.3878415,0.001332319],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8185167,0.001149674,0.0003051427,0.1719425,0.001308448,0.005322857,0.0003653805,0.0004260365,0.0006632557],"genre_scores_gemma":[0.9585519,0.001270188,0.003670576,0.02887663,0.004390642,0.0005264152,0.0003304057,0.0003044527,0.00207883],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4844954,"threshold_uncertainty_score":0.9999347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01961867334176091,"score_gpt":0.2887265914565343,"score_spread":0.2691079181147734,"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."}}