{"id":"W4225699182","doi":"10.1093/eurheartj/ehac180","title":"A new prediction model for ventricular arrhythmias in arrhythmogenic right ventricular cardiomyopathy","year":2022,"lang":"en","type":"article","venue":"European Heart Journal","topic":"Cardiovascular Effects of Exercise","field":"Medicine","cited_by":128,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Université de Montréal; Montreal Heart Institute","funders":"Netherlands Heart Institute; Peter French Memorial Foundation; Institut de Cardiologie de Montréal; Fondation Institut de Cardiologie de Montréal; Baugarten Stiftung; Schweizerische Herzstiftung; Johns Hopkins University; Universitair Medisch Centrum Utrecht; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; National Science Foundation; Hartstichting; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Fondation Leducq; European Commission; National Institute for Health and Care Research; European Research Area Network on Cardiovascular Diseases; Heart Rhythm Society","keywords":"Medicine; Implantable cardioverter-defibrillator; Cardiology; Internal medicine; Interquartile range; Ventricular tachycardia; Arrhythmogenic right ventricular dysplasia; Sudden cardiac death; Ejection fraction; Ventricular fibrillation; Confidence interval; Cardiomyopathy; Heart failure","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":[0.003906437,0.00113887,0.0008692403,0.001258713,0.000534404,0.001506665,0.001196675,0.0009144851,0.002303583],"category_scores_gemma":[0.006954559,0.0004302808,0.001073967,0.0004916284,0.0003691256,0.0006541365,0.0007614321,0.001322463,0.0005116735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009839953,"about_ca_system_score_gemma":0.001343485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0142278,"about_ca_topic_score_gemma":0.009097859,"domain_scores_codex":[0.9991122,0.0004362706,0.00004689501,0.0002061315,0.00008877223,0.0001096927],"domain_scores_gemma":[0.9956072,0.003314969,0.0003207419,0.00008106697,0.0005370828,0.000139067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005820033,0.0003706488,0.09943193,0.00007039509,0.0004112546,0.0002707225,0.0001917968,0.8484917,0.000639747,0.002186107,0.003232453,0.04412121],"study_design_scores_gemma":[0.00002806503,0.00005062992,0.002934156,0.00001329975,0.0000291676,0.00003763106,0.00001411427,0.9955834,0.00005131758,0.001087988,0.0001621906,0.000008084217],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5907632,0.001075716,0.3965483,0.002449363,0.0002435885,0.0004220964,0.003138036,0.001343892,0.004015869],"genre_scores_gemma":[0.9683067,0.0001876622,0.02735282,0.0001972623,0.00009242236,0.000300317,0.001475254,0.00004593022,0.002041601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0142278,"threshold_uncertainty_score":0.02828997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01758751391178968,"score_gpt":0.252640995380759,"score_spread":0.2350534814689693,"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."}}