{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,18]],"date-time":"2026-09-18T05:22:39Z","timestamp":1789708959412,"version":"4.0.1"},"reference-count":22,"publisher":"Elsevier BV","issue":"11","license":[{"start":{"date-parts":[[2024,11,1]],"date-time":"2024-11-01T00:00:00Z","timestamp":1730419200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2024,11,1]],"date-time":"2024-11-01T00:00:00Z","timestamp":1730419200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"}],"content-domain":{"domain":["clinicalkey.fr","clinicalkey.jp","clinicalkey.es","clinicalkey.com.au","heartrhythmjournal.com","clinicalkey.com","elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Heart Rhythm"],"published-print":{"date-parts":[[2024,11]]},"DOI":"10.1016\/j.hrthm.2024.05.040","type":"journal-article","created":{"date-parts":[[2024,5,24]],"date-time":"2024-05-24T23:32:13Z","timestamp":1716593533000},"page":"2295-2302","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":12,"title":["Machine learning for prediction of ventricular arrhythmia episodes from\u00a0intracardiac electrograms of automatic implantable cardioverter-defibrillators"],"prefix":"10.1016","volume":"21","author":[{"given":"Yong-Mei","family":"Cha","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Itzhak Zachi","family":"Attia","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Coby","family":"Metzger","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Francisco","family":"Lopez-Jimenez","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0365-9471","authenticated-orcid":false,"given":"Nicholas Y.","family":"Tan","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jessica","family":"Cruz","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Gaurav A.","family":"Upadhyay","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Steven","family":"Mullane","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Camden","family":"Harrell","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yaron","family":"Kinar","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ilya","family":"Sedelnikov","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Amir","family":"Lerman","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Paul A.","family":"Friedman","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Samuel J.","family":"Asirvatham","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"78","reference":[{"key":"10.1016\/j.hrthm.2024.05.040_bib1","doi-asserted-by":"crossref","first-page":"1576","DOI":"10.1056\/NEJM199711273372202","article-title":"A comparison of antiarrhythmic-drug therapy with implantable defibrillators in patients resuscitated from near-fatal ventricular arrhythmias","volume":"337","year":"1997","journal-title":"N Engl J Med"},{"key":"10.1016\/j.hrthm.2024.05.040_bib2","doi-asserted-by":"crossref","first-page":"225","DOI":"10.1056\/NEJMoa043399","article-title":"Amiodarone or an implantable cardioverter-defibrillator for congestive heart failure","volume":"352","author":"Bardy","year":"2005","journal-title":"N Engl J Med"},{"key":"10.1016\/j.hrthm.2024.05.040_bib3","doi-asserted-by":"crossref","first-page":"1297","DOI":"10.1161\/01.CIR.101.11.1297","article-title":"Canadian implantable defibrillator study (CIDS): a randomized trial of the implantable cardioverter defibrillator against amiodarone","volume":"101","author":"Connolly","year":"2000","journal-title":"Circulation"},{"key":"10.1016\/j.hrthm.2024.05.040_bib4","doi-asserted-by":"crossref","first-page":"748","DOI":"10.1161\/01.CIR.102.7.748","article-title":"Randomized comparison of antiarrhythmic drug therapy with implantable defibrillators in patients resuscitated from cardiac arrest: the Cardiac Arrest Study Hamburg (CASH)","volume":"102","author":"Kuck","year":"2000","journal-title":"Circulation"},{"key":"10.1016\/j.hrthm.2024.05.040_bib5","doi-asserted-by":"crossref","first-page":"1933","DOI":"10.1056\/NEJM199612263352601","article-title":"Improved survival with an implanted defibrillator in patients with coronary disease at high risk for ventricular arrhythmia. Multicenter Automatic Defibrillator Implantation Trial Investigators","volume":"335","author":"Moss","year":"1996","journal-title":"N Engl J Med"},{"key":"10.1016\/j.hrthm.2024.05.040_bib6","doi-asserted-by":"crossref","first-page":"877","DOI":"10.1056\/NEJMoa013474","article-title":"Prophylactic implantation of a defibrillator in patients with myocardial infarction and reduced ejection fraction","volume":"346","author":"Moss","year":"2002","journal-title":"N Engl J Med"},{"key":"10.1016\/j.hrthm.2024.05.040_bib7","doi-asserted-by":"crossref","first-page":"689","DOI":"10.1001\/jamacardio.2017.0266","article-title":"Sudden cardiac arrest risk assessment: population science and the individual risk mandate","volume":"2","author":"Myerburg","year":"2017","journal-title":"JAMA Cardiol"},{"key":"10.1016\/j.hrthm.2024.05.040_bib8","doi-asserted-by":"crossref","DOI":"10.1161\/JAHA.120.017002","article-title":"Baseline and dynamic risk predictors of appropriate implantable cardioverter defibrillator therapy","volume":"9","author":"Wu","year":"2020","journal-title":"J Am Heart Assoc"},{"key":"10.1016\/j.hrthm.2024.05.040_bib9","doi-asserted-by":"crossref","first-page":"1221","DOI":"10.1056\/NEJMoa1608029","article-title":"Defibrillator implantation in patients with nonischemic systolic heart failure","volume":"375","author":"Kober","year":"2016","journal-title":"N Engl J Med"},{"key":"10.1016\/j.hrthm.2024.05.040_bib10","doi-asserted-by":"crossref","first-page":"861","DOI":"10.1016\/S0140-6736(19)31721-0","article-title":"An artificial intelligence\u2013enabled ECG algorithm for the identification of patients with atrial fibrillation during sinus rhythm: a retrospective analysis of outcome prediction","volume":"394","author":"Attia","year":"2019","journal-title":"Lancet"},{"key":"10.1016\/j.hrthm.2024.05.040_bib11","doi-asserted-by":"crossref","first-page":"722","DOI":"10.1016\/j.jacc.2019.12.030","article-title":"Detection of hypertrophic cardiomyopathy using a convolutional neural network-enabled electrocardiogram","volume":"75","author":"Ko","year":"2020","journal-title":"J Am Coll Cardiol"},{"key":"10.1016\/j.hrthm.2024.05.040_bib12","doi-asserted-by":"crossref","first-page":"465","DOI":"10.1038\/s41569-020-00503-2","article-title":"Artificial intelligence\u2013enhanced electrocardiography in cardiovascular disease management","volume":"18","author":"Siontis","year":"2021","journal-title":"Nat Rev Cardiol"},{"key":"10.1016\/j.hrthm.2024.05.040_bib13","doi-asserted-by":"crossref","first-page":"1193","DOI":"10.3389\/fphys.2019.01193","article-title":"Machine learning approach to predict ventricular fibrillation based on QRS complex shape","volume":"10","author":"Taye","year":"2019","journal-title":"Front Physiol"},{"key":"10.1016\/j.hrthm.2024.05.040_bib14","doi-asserted-by":"crossref","first-page":"5251","DOI":"10.1038\/s41598-021-84374-8","article-title":"Transfer learning for ECG classification","volume":"11","author":"Weimann","year":"2021","journal-title":"Sci Rep"},{"key":"10.1016\/j.hrthm.2024.05.040_bib15","doi-asserted-by":"crossref","first-page":"1932","DOI":"10.1111\/jce.15440","article-title":"Artificial intelligence and atrial fibrillation","volume":"33","author":"Sehrawat","year":"2022","journal-title":"J Cardiovasc Electrophysiol"},{"key":"10.1016\/j.hrthm.2024.05.040_bib16","doi-asserted-by":"crossref","first-page":"404","DOI":"10.1016\/j.pcad.2008.01.003","article-title":"The role of the autonomic nervous system in sudden cardiac death","volume":"50","author":"Vaseghi","year":"2008","journal-title":"Prog Cardiovasc Dis"},{"key":"10.1016\/j.hrthm.2024.05.040_bib17","doi-asserted-by":"crossref","DOI":"10.1161\/CIRCEP.118.007118","article-title":"Effective use of percutaneous stellate ganglion blockade in patients with electrical storm","volume":"12","author":"Tian","year":"2019","journal-title":"Circ Arrhythm Electrophysiol"},{"key":"10.1016\/j.hrthm.2024.05.040_bib18","doi-asserted-by":"crossref","first-page":"276","DOI":"10.1161\/CIRCEP.108.829440","article-title":"Prediction of ventricular tachyarrhythmias by intracardiac repolarization variability analysis","volume":"2","author":"Tereshchenko","year":"2009","journal-title":"Circ Arrhythm Electrophysiol"},{"key":"10.1016\/j.hrthm.2024.05.040_bib19","doi-asserted-by":"crossref","first-page":"268","DOI":"10.1093\/europace\/euy257","article-title":"Predicting electrical storms by remote monitoring of implantable cardioverter-defibrillator patients using machine learning","volume":"21","author":"Shakibfar","year":"2019","journal-title":"Europace"},{"key":"10.1016\/j.hrthm.2024.05.040_bib20","doi-asserted-by":"crossref","DOI":"10.1371\/journal.pone.0159654","article-title":"Machine learning techniques for the detection of shockable rhythms in automated external defibrillators","volume":"11","author":"Figuera","year":"2016","journal-title":"PLoS One"},{"key":"10.1016\/j.hrthm.2024.05.040_bib21","doi-asserted-by":"crossref","DOI":"10.1161\/CIRCEP.118.006924","article-title":"Ventricular fibrillation waveform analysis during chest compressions to predict survival from cardiac arrest","volume":"12","author":"Coult","year":"2019","journal-title":"Circ Arrhythm Electrophysiol"},{"key":"10.1016\/j.hrthm.2024.05.040_bib22","doi-asserted-by":"crossref","first-page":"949","DOI":"10.1016\/j.jacc.2022.12.024","article-title":"Predicting malignant ventricular arrhythmias using real-time remote monitoring","volume":"81","author":"Ginder","year":"2023","journal-title":"J Am Coll Cardiol"}],"container-title":["Heart Rhythm"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1547527124026341?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1547527124026341?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2024,11,2]],"date-time":"2024-11-02T01:05:01Z","timestamp":1730509501000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S1547527124026341"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,11]]},"references-count":22,"journal-issue":{"issue":"11","published-print":{"date-parts":[[2024,11]]}},"alternative-id":["S1547527124026341"],"URL":"https:\/\/doi.org\/10.1016\/j.hrthm.2024.05.040","relation":{},"ISSN":["1547-5271"],"issn-type":[{"value":"1547-5271","type":"print"}],"subject":[],"published":{"date-parts":[[2024,11]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Machine learning for prediction of ventricular arrhythmia episodes from\u00a0intracardiac electrograms of automatic implantable cardioverter-defibrillators","name":"articletitle","label":"Article Title"},{"value":"Heart Rhythm","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.hrthm.2024.05.040","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2024 Heart Rhythm Society. All rights are reserved, including those for text and data mining, AI training, and similar technologies.","name":"copyright","label":"Copyright"}]}}