{"id":"W3015244451","doi":"10.1093/europace/euaa039","title":"Diagnosing arrhythmogenic right ventricular cardiomyopathy by 2010 Task Force Criteria: clinical performance and simplified practical implementation","year":2020,"lang":"en","type":"article","venue":"EP Europace","topic":"Cardiovascular Effects of Exercise","field":"Medicine","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Montreal Heart Institute","funders":"Netherlands Heart Institute; Peter French Memorial Foundation; Fondation Institut de Cardiologie de Montréal; Johns Hopkins University; Universitair Medisch Centrum Utrecht; Hartstichting; National Institute on Handicapped Research; Institut de Cardiologie de Montréal; Fondation Leducq; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; National Institute for Health and Care Research; NIHR Biomedical Research Centre, Royal Marsden NHS Foundation Trust/Institute of Cancer Research; Heart Rhythm Society","keywords":"Medicine; Internal medicine; Cardiology; Ventricular tachycardia; Sudden cardiac death; False positive paradox; Cardiomyopathy; Signal-averaged electrocardiogram; Implantable cardioverter-defibrillator; Arrhythmogenic right ventricular dysplasia; Family history; Heart failure; Machine learning","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01760989,0.0009304805,0.000898179,0.001965413,0.0003892291,0.001613199,0.001000686,0.001093646,0.0009874739],"category_scores_gemma":[0.03572156,0.0002484119,0.0009834615,0.0006746909,0.0004973182,0.000893486,0.001338901,0.0004925644,0.0006119157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009200589,"about_ca_system_score_gemma":0.001300027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005885815,"about_ca_topic_score_gemma":0.007034712,"domain_scores_codex":[0.9884577,0.00615634,0.001160557,0.001414894,0.00237087,0.0004395538],"domain_scores_gemma":[0.9816487,0.008107592,0.003582746,0.001056,0.004935525,0.0006694864],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007851972,0.000238744,0.9117162,0.0001685507,0.0001922164,0.0001239211,0.0002521483,0.002756432,0.001213611,0.0001432798,0.003259873,0.07914986],"study_design_scores_gemma":[0.0001615673,0.001226434,0.9642704,0.0001908317,0.0001742249,0.001061969,0.0001893637,0.02955762,0.0008108768,0.0002858156,0.002017084,0.00005401416],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9692039,0.003329057,0.0164093,0.0008816894,0.0001762542,0.0007039534,0.001225188,0.0002712031,0.007799362],"genre_scores_gemma":[0.9804529,0.0005348383,0.01642037,0.0001451458,0.0001321244,0.0002417199,0.001674051,0.00002321851,0.0003756327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01760989,"threshold_uncertainty_score":0.09313112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02230246458613896,"score_gpt":0.339237855625135,"score_spread":0.316935391038996,"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."}}