{"id":"W3035661067","doi":"10.1002/joa3.12338","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":"review","venue":"Journal of Arrhythmia","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":102,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Novo Nordisk Fonden","keywords":"Medicine; Heart Rhythm; Risk assessment; Population; Intensive care medicine; Internal medicine; Environmental health","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":[0.002816602,0.00101558,0.003280601,0.005661148,0.0002717905,0.001241527,0.001210672,0.001180583,0.006996951],"category_scores_gemma":[0.005951749,0.0003182115,0.003309659,0.00392835,0.0003458486,0.001053608,0.001011081,0.00181259,0.001558429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001144001,"about_ca_system_score_gemma":0.003166807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003664112,"about_ca_topic_score_gemma":0.005326048,"domain_scores_codex":[0.9988942,0.0002658931,0.0003082531,0.00009104188,0.0003798433,0.00006077435],"domain_scores_gemma":[0.997235,0.001580682,0.0005460947,0.00006489576,0.0004916669,0.00008162046],"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":[0.0001503366,0.0000480354,0.0005171735,0.1294575,0.001359889,0.00006183865,0.00006095452,0.0002164517,0.0002381199,0.001499217,0.0470099,0.8193807],"study_design_scores_gemma":[0.0002679566,0.0001898869,0.007015799,0.2478684,0.006492351,0.000933215,0.0001426334,0.0002568851,0.0004116015,0.002701854,0.7336693,0.00005007581],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000964488,0.9979668,0.0001159933,0.0005464097,0.0002256622,0.00003743713,0.000174695,0.00001296469,0.0008235043],"genre_scores_gemma":[0.0009180332,0.9980009,0.0002904939,0.000205033,0.0001103198,0.00004057825,0.0001464837,0.000003181916,0.0002850184],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006996951,"threshold_uncertainty_score":0.02340716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05613889872353316,"score_gpt":0.3575774383692607,"score_spread":0.3014385396457275,"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."}}