{"id":"W4230046627","doi":"10.1016/j.hrthm.2020.05.004","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":"Heart Rhythm","topic":"Cardiac electrophysiology and arrhythmias","field":"Medicine","cited_by":37,"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":"Novo Nordisk Fonden","keywords":"Medicine; Heart Rhythm; Rhythm; Referral; Internal medicine; Cardiology; Intensive care medicine; Family 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":[0.007702006,0.00204528,0.003838427,0.0001973408,0.00305023,0.000609683,0.0004009993,0.001036853,0.0003126257],"category_scores_gemma":[0.001171336,0.001379609,0.005547904,0.002617836,0.00118343,0.0006763516,0.000340949,0.005532034,0.0004171382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00201878,"about_ca_system_score_gemma":0.0007494588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001074987,"about_ca_topic_score_gemma":0.0001945957,"domain_scores_codex":[0.9829762,0.004997347,0.003223447,0.002952812,0.002615722,0.00323445],"domain_scores_gemma":[0.987414,0.007120444,0.001257731,0.002893616,0.0006745621,0.0006396258],"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":[0.002285069,0.001336679,0.08522043,0.000561053,0.003126208,0.0008939288,0.01847539,0.004876345,0.002557547,0.002081518,0.875747,0.002838898],"study_design_scores_gemma":[0.005689369,0.001450016,0.4858741,0.000423915,0.0007642948,0.005683606,0.003826945,0.01014968,0.0007578387,0.0003062848,0.4828869,0.002187025],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.811372,0.001645339,0.0002650351,0.1751639,0.00190079,0.007952698,0.0006123293,0.0006324952,0.0004554435],"genre_scores_gemma":[0.9411494,0.001479368,0.005704346,0.04066055,0.00690695,0.001387,0.0006301617,0.0004322738,0.001650011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4006537,"threshold_uncertainty_score":0.999229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02141782458096346,"score_gpt":0.2939144182068047,"score_spread":0.2724965936258412,"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."}}