{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06829169,0.00109204,0.002689574,0.005257171,0.001045175,0.003518783,0.003546433,0.004270077,0.003773448],"category_scores_gemma":[0.08949886,0.0004988125,0.003752676,0.002718908,0.001871736,0.003347853,0.003702703,0.007789737,0.003271471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002341314,"about_ca_system_score_gemma":0.01347562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005382479,"about_ca_topic_score_gemma":0.006038308,"domain_scores_codex":[0.968868,0.01111599,0.008818525,0.00141863,0.008786235,0.0009925729],"domain_scores_gemma":[0.8998911,0.04119847,0.01012583,0.003843084,0.04079488,0.004146531],"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":[0.0002970924,0.0001974673,0.006312795,0.01314859,0.0006145691,0.0003788334,0.001153743,0.0009452325,0.001576519,0.01189967,0.402174,0.5613015],"study_design_scores_gemma":[0.0003685537,0.0003764264,0.01938792,0.05839037,0.001314901,0.002275956,0.002054749,0.001721521,0.001901668,0.03082914,0.8810964,0.0002822341],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.009918424,0.3387784,0.1054096,0.4122602,0.05465887,0.004744298,0.00552233,0.001199034,0.06750888],"genre_scores_gemma":[0.1044994,0.3999572,0.3418197,0.07743689,0.02571253,0.006054795,0.01399145,0.0009223658,0.02960573],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.06829169,"threshold_uncertainty_score":0.3611653,"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."}}