{"id":"W4386151302","doi":"10.1093/europace/euad203","title":"Risk stratification of sudden cardiac death: a review","year":2023,"lang":"en","type":"review","venue":"EP Europace","topic":"Cardiac electrophysiology and arrhythmias","field":"Medicine","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"LEO Pharma; Novo Nordisk Fonden; Cytokinetics","keywords":"Risk stratification; Stratification (seeds); Sudden cardiac death; Cardiology; Medicine; Internal medicine; Biology","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005607405,0.0003276714,0.002727182,0.0001209048,0.00004862126,0.000004785671,0.0001152269,0.0001989484,0.00005433574],"category_scores_gemma":[0.0007206704,0.0002532896,0.001253981,0.0006049972,0.00006200347,0.00002290241,0.00005138712,0.0006556592,0.001048226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004725534,"about_ca_system_score_gemma":0.0003605243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001557558,"about_ca_topic_score_gemma":5.09674e-7,"domain_scores_codex":[0.9977317,0.000703741,0.0006522662,0.0004399088,0.0002259785,0.0002463329],"domain_scores_gemma":[0.997997,0.0003494619,0.0006050966,0.0008332617,0.000119509,0.00009567229],"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":[0.00001360071,0.00003535773,0.0000071961,0.1726173,0.0009623467,0.0002090503,0.00002115817,3.10314e-7,0.00001522114,0.000347057,0.0259285,0.7998429],"study_design_scores_gemma":[0.00007296124,0.0001271747,0.00008776173,0.05269017,0.006120884,0.0001198446,0.000002542415,5.00565e-7,0.000005146406,0.00003116817,0.9405494,0.000192423],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000128275,0.9953815,0.000007188744,0.00008682584,0.0002931884,0.001362143,0.0001316975,0.0001007824,0.002623879],"genre_scores_gemma":[0.000004371775,0.9939502,0.00006102668,0.00004843146,0.0005188774,0.00009570304,0.000401214,0.00008774602,0.004832412],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9146209,"threshold_uncertainty_score":0.999992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05859122209411084,"score_gpt":0.3665460911647237,"score_spread":0.3079548690706129,"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."}}