{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02440417,0.0007683401,0.002006733,0.002860353,0.0007352956,0.002712484,0.003111923,0.003426245,0.007755515],"category_scores_gemma":[0.04627482,0.0003769978,0.002823021,0.001678929,0.001206447,0.001964487,0.002228262,0.007635053,0.006084015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001225479,"about_ca_system_score_gemma":0.007954959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004612671,"about_ca_topic_score_gemma":0.005733999,"domain_scores_codex":[0.9904742,0.002877229,0.003099878,0.000476434,0.002702852,0.0003694031],"domain_scores_gemma":[0.9560049,0.0160902,0.004115833,0.001865941,0.01906543,0.00285777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003080751,0.0001258166,0.004154696,0.006655585,0.00046734,0.0003640602,0.0003919311,0.000428194,0.0008779437,0.005928289,0.5839136,0.3963845],"study_design_scores_gemma":[0.0005439897,0.0001812821,0.01638987,0.03975368,0.0008838675,0.001810504,0.0008800581,0.0008964991,0.001190986,0.01602777,0.9213147,0.0001268101],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.007613348,0.3198031,0.05769705,0.4005943,0.06386208,0.002490408,0.01123413,0.001834826,0.1348708],"genre_scores_gemma":[0.1195083,0.434358,0.190737,0.1064123,0.04772096,0.004650108,0.03227056,0.001454423,0.06288823],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02440417,"threshold_uncertainty_score":0.1290631,"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."}}