{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,31]],"date-time":"2026-07-31T23:05:54Z","timestamp":1785539154542,"version":"3.56.0"},"reference-count":21,"publisher":"Elsevier BV","issue":"7","license":[{"start":{"date-parts":[[2026,7,1]],"date-time":"2026-07-01T00:00:00Z","timestamp":1782864000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2026,7,1]],"date-time":"2026-07-01T00:00:00Z","timestamp":1782864000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2026,5,15]],"date-time":"2026-05-15T00:00:00Z","timestamp":1778803200000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/100001316","name":"Abbott Laboratories","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100001316","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000038","name":"U.S. Food and Drug Administration","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100000038","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["clinicalkey.com","clinicalkey.com.au","clinicalkey.es","clinicalkey.fr","clinicalkey.jp","jacc.org","elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["JACC: Advances"],"published-print":{"date-parts":[[2026,7]]},"DOI":"10.1016\/j.jacadv.2026.102867","type":"journal-article","created":{"date-parts":[[2026,6,15]],"date-time":"2026-06-15T17:39:33Z","timestamp":1781545173000},"page":"102867","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":0,"title":["Accuracy of a Deep Learning Model in Intracardiac Echocardiography"],"prefix":"10.1016","volume":"5","author":[{"given":"Devi","family":"Nair","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jeffrey","family":"Winterfield","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jonathan C.","family":"Hsu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Rakesh","family":"Gopinathannair","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Larry","family":"Chinitz","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Naga Venkata K.","family":"Pothineni","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Frederick T.","family":"Han","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Bishnu P.","family":"Dhakal","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3479-936X","authenticated-orcid":false,"given":"Chirag","family":"Barbhaiya","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Amish S.","family":"Dave","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Fermin","family":"Garcia","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4050-6925","authenticated-orcid":false,"given":"Matthew C.","family":"Hyman","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Travis","family":"Dahlen","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Kristi","family":"Tanouye","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jason","family":"Yao","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3606-6370","authenticated-orcid":false,"given":"Shubhadarshini","family":"Pawar","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Judith","family":"Buckland","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Anna","family":"Gilgur","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Raphael","family":"Elspas","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9103-9872","authenticated-orcid":false,"given":"Aakriti","family":"Gupta","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Roman A.","family":"Sandler","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Joseph Z.","family":"Sokol","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"78","reference":[{"issue":"10","key":"10.1016\/j.jacadv.2026.102867_bib1","doi-asserted-by":"crossref","first-page":"102","DOI":"10.1007\/s11886-017-0902-6","article-title":"Intracardiac echocardiography for structural heart and electrophysiological interventions","volume":"19","author":"Basman","year":"2017","journal-title":"Curr Cardiol Rep"},{"issue":"3","key":"10.1016\/j.jacadv.2026.102867_bib2","doi-asserted-by":"crossref","first-page":"664","DOI":"10.1111\/jce.14367","article-title":"The use of intracardiac echocardiography catheters in endocardial ablation of cardiac arrhythmia: meta-analysis of efficiency, effectiveness, and safety outcomes","volume":"31","author":"Goya","year":"2020","journal-title":"J Cardiovasc Electrophysiol"},{"issue":"2","key":"10.1016\/j.jacadv.2026.102867_bib3","doi-asserted-by":"crossref","first-page":"417","DOI":"10.1111\/jce.14324","article-title":"Real-world outcomes of ventricular tachycardia catheter ablation with versus without intracardiac echocardiography","volume":"31","author":"Field","year":"2020","journal-title":"J Cardiovasc Electrophysiol"},{"issue":"6","key":"10.1016\/j.jacadv.2026.102867_bib4","first-page":"786","article-title":"Role of intracardiac echocardiography in atrial fibrillation ablation","volume":"5","author":"Dello Russo","year":"2013","journal-title":"J Atr Fibrillation"},{"issue":"21","key":"10.1016\/j.jacadv.2026.102867_bib5","doi-asserted-by":"crossref","first-page":"2133","DOI":"10.1016\/j.jcin.2018.06.056","article-title":"Intracardiac echocardiography in structural heart disease interventions","volume":"11","author":"Alkhouli","year":"2018","journal-title":"JACC Cardiovasc Interv"},{"issue":"11","key":"10.1016\/j.jacadv.2026.102867_bib6","doi-asserted-by":"crossref","first-page":"2254","DOI":"10.1016\/j.jcmg.2020.09.025","article-title":"4D intracardiac echocardiography-guided LA appendage closure under conscious sedation: initial experience and procedural technique","volume":"14","author":"Sharma","year":"2021","journal-title":"JACC Cardiovasc Imaging"},{"issue":"12","key":"10.1016\/j.jacadv.2026.102867_bib7","doi-asserted-by":"crossref","first-page":"1288","DOI":"10.1016\/j.jcin.2022.03.022","article-title":"Minimalist mitral valve-in-valve replacement using conscious sedation and intracardiac echocardiography is feasible and safe","volume":"15","author":"Krishnaswamy","year":"2022","journal-title":"JACC Cardiovasc Interv"},{"issue":"21","key":"10.1016\/j.jacadv.2026.102867_bib8","doi-asserted-by":"crossref","first-page":"2278","DOI":"10.1161\/CIRCULATIONAHA.117.031343","article-title":"Use of intracardiac echocardiography in interventional cardiology: working with the anatomy rather than fighting it","volume":"137","author":"Enriquez","year":"2018","journal-title":"Circulation"},{"issue":"6","key":"10.1016\/j.jacadv.2026.102867_bib9","doi-asserted-by":"crossref","first-page":"624","DOI":"10.1001\/jamacardio.2021.0185","article-title":"Utility of a deep-learning algorithm to guide novices to acquire echocardiograms for limited diagnostic use","volume":"6","author":"Narang","year":"2021","journal-title":"JAMA Cardiol"},{"issue":"4","key":"10.1016\/j.jacadv.2026.102867_bib10","doi-asserted-by":"crossref","first-page":"555","DOI":"10.1016\/j.jaccas.2020.03.002","article-title":"Comprehensive periprocedural transesophageal echocardiography is a key to success in transcatheter mitral valve repair","volume":"2","author":"de Sousa","year":"2020","journal-title":"JACC Case Rep"},{"issue":"6","key":"10.1016\/j.jacadv.2026.102867_bib11","doi-asserted-by":"crossref","first-page":"191","DOI":"10.31083\/j.rcm2506191","article-title":"Intracardiac echocardiography: an invaluable tool in electrophysiological interventions for atrial fibrillation and supraventricular tachycardia","volume":"25","author":"Hu","year":"2024","journal-title":"Rev Cardiovasc Med"},{"issue":"4","key":"10.1016\/j.jacadv.2026.102867_bib12","doi-asserted-by":"crossref","first-page":"411","DOI":"10.1016\/j.echo.2023.01.006","article-title":"Automated detection of aortic stenosis using machine learning","volume":"36","author":"Wessler","year":"2023","journal-title":"J Am Soc Echocardiogr"},{"issue":"2","key":"10.1016\/j.jacadv.2026.102867_bib13","doi-asserted-by":"crossref","first-page":"100","DOI":"10.1038\/s41569-025-01191-6","article-title":"Coronary CT angiography evaluation with artificial intelligence for individualized medical treatment of atherosclerosis: a Consensus Statement from the QCI study group","volume":"23","author":"Schulze","year":"2026","journal-title":"Nat Rev Cardiol"},{"issue":"10","key":"10.1016\/j.jacadv.2026.102867_bib14","doi-asserted-by":"crossref","first-page":"2251","DOI":"10.1016\/j.jacep.2025.06.009","article-title":"Fully automated anatomy labeling for intracardiac echocardiography using deep learning","volume":"11","author":"Gol Gungor","year":"2025","journal-title":"JACC Clin Electrophysiol"},{"issue":"7","key":"10.1016\/j.jacadv.2026.102867_bib15","doi-asserted-by":"crossref","first-page":"2072","DOI":"10.1109\/TBME.2025.3533485","article-title":"AI-Driven View Guidance System in Intra-Cardiac Echocardiography Imaging","volume":"72","author":"Huh","year":"2025","journal-title":"IEEE Trans Biomed Eng"},{"key":"10.1016\/j.jacadv.2026.102867_bib16","doi-asserted-by":"crossref","first-page":"240","DOI":"10.1007\/978-3-319-67558-9_28","article-title":"Generalised dice overlap as a deep learning loss function for highly unbalanced segmentations","volume":"2017","author":"Sudre","year":"2017","journal-title":"Deep Learn Med Image Anal Multimodal Learn Clin Decis Support (2017)"},{"issue":"3","key":"10.1016\/j.jacadv.2026.102867_bib17","doi-asserted-by":"crossref","first-page":"1119","DOI":"10.1109\/JBHI.2018.2865450","article-title":"Convolutional neural network with shape prior applied to cardiac MRI segmentation","volume":"23","author":"Zotti","year":"2019","journal-title":"IEEE J Biomed Health Inform"},{"issue":"9","key":"10.1016\/j.jacadv.2026.102867_bib18","doi-asserted-by":"crossref","DOI":"10.1093\/europace\/euad211","article-title":"Feasibility of three-dimensional artificial intelligence algorithm integration with intracardiac echocardiography for left atrial imaging during atrial fibrillation catheter ablation","volume":"25","author":"Di Biase","year":"2023","journal-title":"Europace"},{"issue":"11","key":"10.1016\/j.jacadv.2026.102867_bib19","doi-asserted-by":"crossref","first-page":"1288","DOI":"10.1111\/pace.14599","article-title":"Feasibility of a novel algorithm for automated reconstruction of the left atrial anatomy based on intracardiac echocardiography","volume":"45","author":"Akerstrom","year":"2022","journal-title":"Pacing Clin Electrophysiol"},{"issue":"2","key":"10.1016\/j.jacadv.2026.102867_bib20","doi-asserted-by":"crossref","DOI":"10.1093\/europace\/euag009","article-title":"Atrial fibrillation ablation using three-dimensional artificial intelligence module integration with intracardiac echocardiography","volume":"28","author":"Zou","year":"2026","journal-title":"Europace"},{"issue":"5","key":"10.1016\/j.jacadv.2026.102867_bib21","doi-asserted-by":"crossref","first-page":"375","DOI":"10.2217\/cer-2019-0156","article-title":"Intracardiac echocardiography use and outcomes after catheter ablation of ventricular tachycardia","volume":"9","author":"Field","year":"2020","journal-title":"J Comp Eff Res"}],"container-title":["JACC: Advances"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S2772963X26002887?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S2772963X26002887?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2026,7,31]],"date-time":"2026-07-31T20:23:00Z","timestamp":1785529380000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S2772963X26002887"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,7]]},"references-count":21,"journal-issue":{"issue":"7","published-print":{"date-parts":[[2026,7]]}},"alternative-id":["S2772963X26002887"],"URL":"https:\/\/doi.org\/10.1016\/j.jacadv.2026.102867","relation":{},"ISSN":["2772-963X"],"issn-type":[{"value":"2772-963X","type":"print"}],"subject":[],"published":{"date-parts":[[2026,7]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Accuracy of a Deep Learning Model in Intracardiac Echocardiography","name":"articletitle","label":"Article Title"},{"value":"JACC: Advances","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.jacadv.2026.102867","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2026 The Authors. Published by Elsevier on behalf of the American College of Cardiology Foundation.","name":"copyright","label":"Copyright"}],"article-number":"102867"}}