{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008117425,0.0002446308,0.0006291703,0.00004795638,0.0001245967,0.00007085674,0.00006854016,0.000108515,0.00008953678],"category_scores_gemma":[0.0008683712,0.0002269851,0.0003274661,0.000237933,0.0001003194,0.0002513014,0.0001363031,0.0004368071,0.0001202566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004663357,"about_ca_system_score_gemma":0.00007379127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001215873,"about_ca_topic_score_gemma":6.272676e-7,"domain_scores_codex":[0.9977886,0.0003387292,0.0004583925,0.0005926057,0.0004457958,0.000375848],"domain_scores_gemma":[0.9986005,0.0002997275,0.0001334396,0.0003989154,0.0001067427,0.0004606202],"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":[0.00294275,0.0005608589,0.1720781,0.001638126,0.001944522,0.01927759,0.001023486,0.00004883925,0.05742522,0.00006274179,0.6497464,0.09325135],"study_design_scores_gemma":[0.02015029,0.004302886,0.3158509,0.0003605985,0.004932364,0.008100186,0.0004158273,0.008145308,0.04696184,0.00002194054,0.58917,0.00158783],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985244,0.00286827,0.003739505,0.00629752,0.0004647617,0.0009559762,0.00002701767,0.0001181443,0.0002848335],"genre_scores_gemma":[0.994953,0.001234737,0.001008532,0.001575842,0.0009396365,0.00003127693,0.00009806191,0.00006138824,0.00009748541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1437729,"threshold_uncertainty_score":0.9256182,"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."}}