{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,10]],"date-time":"2026-06-10T22:00:43Z","timestamp":1781128843019,"version":"3.54.1"},"reference-count":52,"publisher":"Springer Science and Business Media LLC","issue":"5","license":[{"start":{"date-parts":[[2025,3,13]],"date-time":"2025-03-13T00:00:00Z","timestamp":1741824000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,3,13]],"date-time":"2025-03-13T00:00:00Z","timestamp":1741824000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"funder":[{"name":"ASE Foundation EDGES grant"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Int J Cardiovasc Imaging"],"DOI":"10.1007\/s10554-025-03368-z","type":"journal-article","created":{"date-parts":[[2025,3,13]],"date-time":"2025-03-13T11:19:14Z","timestamp":1741864754000},"page":"899-912","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["Machine learning prediction of right ventricular volume and ejection fraction from two-dimensional echocardiography in patients with pulmonary regurgitation"],"prefix":"10.1007","volume":"41","author":[{"given":"Son Q.","family":"Duong","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Calista","family":"Dominy","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Naveen","family":"Arivazhagan","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"David M.","family":"Barris","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Kali","family":"Hopkins","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Kenan W. D.","family":"Stern","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Nadine","family":"Choueiter","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"David","family":"Ezon","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jennifer","family":"Cohen","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mark K.","family":"Friedberg","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ali N.","family":"Zaidi","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Girish N.","family":"Nadkarni","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2025,3,13]]},"reference":[{"key":"3368_CR1","doi-asserted-by":"publisher","first-page":"949","DOI":"10.1093\/eurheartj\/ehr490","volume":"33","author":"ER Valsangiacomo Buechel","year":"2012","unstructured":"Valsangiacomo Buechel ER, Mertens LL (2012) Imaging the right heart: the use of integrated multimodality imaging. Eur Heart J 33:949\u2013960","journal-title":"Eur Heart J"},{"key":"3368_CR2","doi-asserted-by":"publisher","first-page":"119","DOI":"10.1016\/j.echo.2023.11.015","volume":"37","author":"L Lopez","year":"2024","unstructured":"Lopez L, Saurers DL, Barker PCA, Cohen MS, Colan SD, Dwyer J, Forsha D, Friedberg MK, Lai WW, Printz BF, Sachdeva R, Soni-Patel NR, Truong DT, Young LT, Altman CA (2024) Guidelines for Performing a Comprehensive Pediatric Transthoracic Echocardiogram: Recommendations From the American Society of Echocardiography. J Am Soc Echocardiogr 37:119\u2013170","journal-title":"J Am Soc Echocardiogr"},{"key":"3368_CR3","doi-asserted-by":"publisher","first-page":"685","DOI":"10.1016\/j.echo.2010.05.010","volume":"23","author":"LG Rudski","year":"2010","unstructured":"Rudski LG, Lai WW, Afilalo J, Hua L, Handschumacher MD, Chandrasekaran K, Solomon SD, Louie EK, Schiller NB (2010) Guidelines for the Echocardiographic Assessment of the Right Heart in Adults: A Report from the American Society of Echocardiography: Endorsed by the European Association of Echocardiography, a registered branch of the European Society of Cardiology, and the Canadian Society of Echocardiography. J Am Soc Echocardiogr 23:685\u2013713","journal-title":"J Am Soc Echocardiogr"},{"key":"3368_CR4","doi-asserted-by":"publisher","first-page":"691","DOI":"10.1007\/s10554-008-9314-4","volume":"24","author":"WW Lai","year":"2008","unstructured":"Lai WW, Gauvreau K, Rivera ES, Saleeb S, Powell AJ, Geva T (2008) Accuracy of guideline recommendations for two-dimensional quantification of the right ventricle by echocardiography. Int J Cardiovasc Imaging 24:691\u2013698","journal-title":"Int J Cardiovasc Imaging"},{"key":"3368_CR5","doi-asserted-by":"publisher","first-page":"1792","DOI":"10.1111\/echo.14877","volume":"37","author":"P Agasthi","year":"2020","unstructured":"Agasthi P, Chao C-J, Siegel RJ, Pujari SH, Mookadam F, Venepally NR, Wang P, Ashraf H, Marcotte F, Brown L, Semkiv OI, Fath AR, Allam MNA, Jokerst CE, Arsanjani R (2020) Comparison of echocardiographic parameters with cardiac magnetic resonance imaging in the assessment of right ventricular function. Echocardiography 37:1792\u20131802","journal-title":"Echocardiography"},{"key":"3368_CR6","doi-asserted-by":"publisher","first-page":"518","DOI":"10.1016\/j.echo.2012.01.023","volume":"25","author":"MH Alghamdi","year":"2012","unstructured":"Alghamdi MH, Grosse-Wortmann L, Ahmad N, Mertens L, Friedberg MK (2012) Can Simple Echocardiographic Measures Reduce the Number of Cardiac Magnetic Resonance Imaging Studies to Diagnose Right Ventricular Enlargement in Congenital Heart Disease? J Am Soc Echocardiogr 25:518\u2013523","journal-title":"J Am Soc Echocardiogr"},{"key":"3368_CR7","doi-asserted-by":"publisher","first-page":"1239","DOI":"10.1111\/j.1540-8175.2012.01766.x","volume":"29","author":"N Chaowalit","year":"2012","unstructured":"Chaowalit N, Durongpisitkul K, Krittayaphong R, Komoltri C, Jakrapanichakul D, Phrudprisan S (2012) Echocardiography as a simple initial tool to assess right ventricular dimensions in patients with repaired tetralogy of Fallot before undergoing pulmonary valve replacement: comparison with cardiovascular magnetic resonance imaging. Echocardiogr Mt Kisco N 29:1239\u20131246","journal-title":"Echocardiogr Mt Kisco N"},{"key":"3368_CR8","doi-asserted-by":"publisher","first-page":"905","DOI":"10.1016\/j.echo.2010.06.013","volume":"23","author":"M Greutmann","year":"2010","unstructured":"Greutmann M, Tobler D, Biaggi P, Mah ML, Crean A, Oechslin EN, Silversides CK (2010) Echocardiography for Assessment of Right Ventricular Volumes Revisited: A Cardiac Magnetic Resonance Comparison Study in Adults with Repaired Tetralogy of Fallot. J Am Soc Echocardiogr 23:905\u2013911","journal-title":"J Am Soc Echocardiogr"},{"key":"3368_CR9","doi-asserted-by":"publisher","first-page":"589","DOI":"10.1016\/S0002-9149(99)80161-1","volume":"76","author":"WA Helbing","year":"1995","unstructured":"Helbing WA, Bosch HG, Maliepaard C, Rebergen SA, van der Geest RJ, Hansen B, Ottenkamp J, Reiber JHC, de Roos A (1995) Comparison of echocardiographic methods with magnetic resonance imaging for assessment of right ventricular function in children. Am J Cardiol 76:589\u2013594","journal-title":"Am J Cardiol"},{"key":"3368_CR10","doi-asserted-by":"publisher","first-page":"497","DOI":"10.1161\/01.CIR.69.3.497","volume":"69","author":"RA Levine","year":"1984","unstructured":"Levine RA, Gibson TC, Aretz T, Gillam LD, Guyer DE, King ME, Weyman AE (1984) Echocardiographic measurement of right ventricular volume. Circulation 69:497\u2013505","journal-title":"Circulation"},{"key":"3368_CR11","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.echo.2014.10.003","volume":"28","author":"RM Lang","year":"2015","unstructured":"Lang RM, Badano LP, Mor-Avi V, Afilalo J, Armstrong A, Ernande L, Flachskampf FA, Foster E, Goldstein SA, Kuznetsova T, Lancellotti P, Muraru D, Picard MH, Rietzschel ER, Rudski L, Spencer KT, Tsang W, Voigt J-U (2015) Recommendations for Cardiac Chamber Quantification by Echocardiography in Adults: An Update from the American Society of Echocardiography and the European Association of Cardiovascular Imaging. J Am Soc Echocardiogr 28:1-39.e14","journal-title":"J Am Soc Echocardiogr"},{"key":"3368_CR12","doi-asserted-by":"publisher","first-page":"R75","DOI":"10.1530\/ERP-18-0074","volume":"6","author":"JM Simpson","year":"2019","unstructured":"Simpson JM, van den Bosch A (2019) EDUCATIONAL SERIES IN CONGENITAL HEART DISEASE: Three-dimensional echocardiography in congenital heart disease. Echo Res Pract 6:R75\u2013R86","journal-title":"Echo Res Pract"},{"key":"3368_CR13","doi-asserted-by":"publisher","first-page":"493","DOI":"10.1007\/s10554-020-02017-x","volume":"37","author":"KA Myhr","year":"2021","unstructured":"Myhr KA, Kristensen CB, Pedersen FHG, Hassager C, Vejlstrup N, Mattu R, Pecini R, Mogelvang R (2021) Accuracy and sensitivity of three-dimensional echocardiography to detect changes in right ventricular volumes: comparison study with cardiac magnetic resonance. Int J Cardiovasc Imaging 37:493\u2013502","journal-title":"Int J Cardiovasc Imaging"},{"key":"3368_CR14","doi-asserted-by":"publisher","first-page":"2075","DOI":"10.1016\/j.jacc.2023.02.052","volume":"81","author":"JP Bokma","year":"2023","unstructured":"Bokma JP, Geva T, Sleeper LA, Lee JH, Lu M, Sompolinsky T, Babu-Narayan SV, Wald RM, Mulder BJM, Valente AM (2023) Improved Outcomes After Pulmonary Valve Replacement in Repaired Tetralogy of Fallot. J Am Coll Cardiol 81:2075\u20132085","journal-title":"J Am Coll Cardiol"},{"key":"3368_CR15","first-page":"e698","volume":"139","author":"KK Stout","year":"2019","unstructured":"Stout KK, Daniels CJ, Aboulhosn JA, Bozkurt B, Broberg CS, Colman JM, Crumb SR, Dearani JA, Fuller S, Gurvitz M, Khairy P, Landzberg MJ, Saidi A, Valente AM, Van Hare GF (2019) 2018 AHA\/ACC Guideline for the Management of Adults With Congenital Heart Disease: A Report of the American College of Cardiology\/American Heart Association Task Force on Clinical Practice Guidelines. Circulation 139:e698\u2013e800","journal-title":"Circulation"},{"key":"3368_CR16","doi-asserted-by":"publisher","first-page":"596","DOI":"10.1093\/ejechocard\/jer278","volume":"13","author":"A Dragulescu","year":"2012","unstructured":"Dragulescu A, Grosse-Wortmann L, Fackoury C, Mertens L (2012) Echocardiographic assessment of right ventricular volumes: a comparison of different techniques in children after surgical repair of tetralogy of Fallot. Eur Heart J - Cardiovasc Imaging 13:596\u2013604","journal-title":"Eur Heart J - Cardiovasc Imaging"},{"key":"3368_CR17","doi-asserted-by":"publisher","first-page":"399","DOI":"10.1007\/s10554-017-1249-1","volume":"34","author":"C D\u2019Anna","year":"2018","unstructured":"D\u2019Anna C, Caputi A, Natali B, Leonardi B, Secinaro A, Rinelli G, Pasqua AD, Esposito C, Carotti A, Drago F, Chinali M (2018) Improving the role of echocardiography in studying the right ventricle of repaired tetralogy of Fallot patients: comparison with cardiac magnetic resonance. Int J Cardiovasc Imaging 34:399\u2013406","journal-title":"Int J Cardiovasc Imaging"},{"key":"3368_CR18","doi-asserted-by":"publisher","first-page":"106","DOI":"10.1007\/s12574-021-00558-1","volume":"20","author":"JK Lee","year":"2022","unstructured":"Lee JK, Chikkabyrappa SM, Bhat A, Buddhe S (2022) Echocardiographic assessment of right ventricular volume in repaired tetralogy of Fallot: a novel approach to an older technique. J Echocardiogr 20:106\u2013114","journal-title":"J Echocardiogr"},{"key":"3368_CR19","doi-asserted-by":"publisher","first-page":"1297","DOI":"10.1016\/j.echo.2010.09.002","volume":"23","author":"R Punn","year":"2010","unstructured":"Punn R, Behzadian F, Tacy TA (2010) Annular tilt as a screening test for right ventricular enlargement in patients with tetralogy of fallot. J Am Soc Echocardiogr Off Publ Am Soc Echocardiogr 23:1297\u20131302","journal-title":"J Am Soc Echocardiogr Off Publ Am Soc Echocardiogr"},{"key":"3368_CR20","doi-asserted-by":"publisher","first-page":"568","DOI":"10.1007\/s00246-015-1316-0","volume":"37","author":"S Buddhe","year":"2016","unstructured":"Buddhe S, Ferguson M, Arya B, Soriano BD (2016) Right Ventricular Apical Flattening as an Echocardiographic Screening Tool for Right Ventricular Enlargement. Pediatr Cardiol 37:568\u2013574","journal-title":"Pediatr Cardiol"},{"key":"3368_CR21","doi-asserted-by":"publisher","first-page":"171","DOI":"10.1007\/s00246-021-02711-0","volume":"43","author":"T Fages","year":"2022","unstructured":"Fages T, Labombarda F, Maragnes P, Seita F, Hamon M (2022) Usefulness of a New Transthoracic Echocardiography Score to Assess Right Ventricular Volumes in Patients with Repaired Tetralogy of Fallot. Pediatr Cardiol 43:171\u2013180","journal-title":"Pediatr Cardiol"},{"key":"3368_CR22","doi-asserted-by":"publisher","first-page":"1373","DOI":"10.1007\/s00246-018-1905-9","volume":"39","author":"D Zakaria","year":"2018","unstructured":"Zakaria D, Lang S, Rettiganti M, Gossett JM, Bolin E, Collins RT (2018) Short-Axis Diastolic Ventricular Area Ratio as a New Index in Screening Patients with Repaired Tetralogy of Fallot. Pediatr Cardiol 39:1373\u20131377","journal-title":"Pediatr Cardiol"},{"key":"3368_CR23","doi-asserted-by":"publisher","first-page":"2251","DOI":"10.1111\/echo.14532","volume":"36","author":"Compared with the gold standard cardiac mangenetic resonance","year":"2019","unstructured":"Compared with the gold standard cardiac mangenetic resonance (2019) Kavurt, A. V., Pa\u00e7, F. A., Koca, S., Mutlu M\u0131h\u00e7\u0131o\u011flu, A. & Yi\u011fit, H. The evaluation of right ventricular systolic function in patients with repaired Tetralogy of Fallot by conventional echocardiographic methods and speckle tracking echocardiography. Echocardiography 36:2251\u20132258","journal-title":"Echocardiography"},{"key":"3368_CR24","doi-asserted-by":"publisher","first-page":"637","DOI":"10.1016\/j.echo.2011.01.020","volume":"24","author":"S Kutty","year":"2011","unstructured":"Kutty S, Zhou J, Gauvreau K, Trincado C, Powell AJ, Geva T (2011) Regional dysfunction of the right ventricular outflow tract reduces the accuracy of Doppler tissue imaging assessment of global right ventricular systolic function in patients with repaired tetralogy of Fallot. J Am Soc Echocardiogr Off Publ Am Soc Echocardiogr 24:637\u2013643","journal-title":"J Am Soc Echocardiogr Off Publ Am Soc Echocardiogr"},{"key":"3368_CR25","doi-asserted-by":"publisher","first-page":"1322","DOI":"10.1016\/j.echo.2013.06.022","volume":"26","author":"L Mercer-Rosa","year":"2013","unstructured":"Mercer-Rosa L, Parnell A, Forfia PR, Yang W, Goldmuntz E, Kawut SM (2013) Tricuspid Annular Plane Systolic Excursion in the Assessment of Right Ventricular Function in Children and Adolescents after Repair of Tetralogy of Fallot. J Am Soc Echocardiogr 26:1322\u20131329","journal-title":"J Am Soc Echocardiogr"},{"key":"3368_CR26","doi-asserted-by":"publisher","first-page":"5","DOI":"10.1016\/j.acvd.2014.07.054","volume":"108","author":"J-B Selly","year":"2015","unstructured":"Selly J-B, Iriart X, Roubertie F, Mauriat P, Marek J, Guilhon E, Jamal-Bey K, Thambo J-B (2015) Multivariable assessment of the right ventricle by echocardiography in patients with repaired tetralogy of Fallot undergoing pulmonary valve replacement: a comparative study with magnetic resonance imaging. Arch Cardiovasc Dis 108:5\u201315","journal-title":"Arch Cardiovasc Dis"},{"key":"3368_CR27","doi-asserted-by":"publisher","first-page":"171","DOI":"10.1017\/S1047951123001452","volume":"34","author":"CD Reddy","year":"2024","unstructured":"Reddy CD, Yokota R, Punn R (2024) Tricuspid valve annular tilt for assessment of pre- and post-intervention right ventricular volume in patients undergoing transcatheter pulmonary valve replacement. Cardiol Young 34:171\u2013177","journal-title":"Cardiol Young"},{"key":"3368_CR28","doi-asserted-by":"publisher","unstructured":"Chen, T. & Guestrin, C. XGBoost: A Scalable Tree Boosting System. in Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining 785\u2013794 (2016). https:\/\/doi.org\/10.1145\/2939672.2939785.","DOI":"10.1145\/2939672.2939785"},{"key":"3368_CR29","doi-asserted-by":"publisher","first-page":"106","DOI":"10.1186\/1471-2105-14-106","volume":"14","author":"R Blagus","year":"2013","unstructured":"Blagus R, Lusa L (2013) SMOTE for high-dimensional class-imbalanced data. BMC Bioinformatics 14:106","journal-title":"BMC Bioinformatics"},{"key":"3368_CR30","doi-asserted-by":"crossref","unstructured":"Davis, J. & Goadrich, M. The Relationship Between Precision-Recall and ROC Curves. in Proceedings of the 23rd International Conference on Machine Learning, ACM vol. 06 (2006).","DOI":"10.1145\/1143844.1143874"},{"key":"3368_CR31","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0118432","volume":"10","author":"T Saito","year":"2015","unstructured":"Saito T, Rehmsmeier M (2015) The Precision-Recall Plot Is More Informative than the ROC Plot When Evaluating Binary Classifiers on Imbalanced Datasets. PLoS ONE 10:e0118432","journal-title":"PLoS ONE"},{"key":"3368_CR32","doi-asserted-by":"publisher","first-page":"1724","DOI":"10.1136\/heartjnl-2015-308014","volume":"101","author":"RM Wald","year":"2015","unstructured":"Wald RM, Valente AM, Gauvreau K, Babu-Narayan SV, Assenza GE, Schreier J, Gatzoulis MA, Kilner PJ, Koyak Z, Mulder B, Powell AJ, Geva T (2015) Cardiac magnetic resonance markers of progressive RV dilation and dysfunction after tetralogy of Fallot repair. Heart 101:1724\u20131730","journal-title":"Heart"},{"key":"3368_CR33","first-page":"1336","volume":"38","author":"ES Rothstein","year":"2021","unstructured":"Rothstein ES, Palac RT, O\u2019Rourke DJ, Venkataraman P, Gemignani AS, Friedman SE (2021) Evaluation of echocardiographic derived parameters for right ventricular size and function using cardiac magnetic resonance imaging. Echocardiography 38:1336\u20131344","journal-title":"Echocardiography"},{"key":"3368_CR34","doi-asserted-by":"publisher","first-page":"445","DOI":"10.1016\/j.echo.2006.10.027","volume":"20","author":"AS Gopal","year":"2007","unstructured":"Gopal AS, Chukwu EO, Iwuchukwu CJ, Katz AS, Toole RS, Schapiro W, Reichek N (2007) Normal Values of Right Ventricular Size and Function by Real-time 3-Dimensional Echocardiography: Comparison with Cardiac Magnetic Resonance Imaging. J Am Soc Echocardiogr 20:445\u2013455","journal-title":"J Am Soc Echocardiogr"},{"key":"3368_CR35","doi-asserted-by":"publisher","first-page":"2044","DOI":"10.1016\/S0735-1097(02)02566-4","volume":"40","author":"PA Davlouros","year":"2002","unstructured":"Davlouros PA, Kilner PJ, Hornung TS, Li W, Francis JM, Moon JCC, Smith GC, Tat T, Pennell DJ, Gatzoulis MA (2002) Right ventricular function in adults with repaired tetralogy of Fallot assessed with cardiovascular magnetic resonance imaging: detrimental role of right ventricular outflow aneurysms or akinesia and adverse right-to-left ventricular interaction. J Am Coll Cardiol 40:2044\u20132052","journal-title":"J Am Coll Cardiol"},{"key":"3368_CR36","doi-asserted-by":"publisher","first-page":"936","DOI":"10.1001\/jamacardio.2019.2424","volume":"4","author":"K Addetia","year":"2019","unstructured":"Addetia K, Muraru D, Badano LP, Lang RM (2019) New Directions in Right Ventricular Assessment Using 3-Dimensional Echocardiography. JAMA Cardiol 4:936\u2013944","journal-title":"JAMA Cardiol"},{"key":"3368_CR37","doi-asserted-by":"publisher","first-page":"27","DOI":"10.1111\/j.1747-0803.2007.00068.x","volume":"2","author":"MD Puchalski","year":"2007","unstructured":"Puchalski MD, Williams RV, Askovich B, Minich LL, Mart C, Tani LY (2007) Assessment of Right Ventricular Size and Function: Echo Versus Magnetic Resonance Imaging. Congenit Heart Dis 2:27\u201331","journal-title":"Congenit Heart Dis"},{"key":"3368_CR38","doi-asserted-by":"publisher","first-page":"1091","DOI":"10.1016\/j.echo.2022.06.014","volume":"35","author":"H Nawaytou","year":"2022","unstructured":"Nawaytou H, Springston C, Lazar A, Keller S, Hogan W, Cresalia N, Peyvandi S, Cocalis M, Moon-Grady A, Brook M (2022) A Measurement-Based Protocol Improves Interrater Agreement and Accuracy of Right Ventricular Systolic Pressure Assessment by Echocardiography in Children: A Call for Quality Improvement. J Am Soc Echocardiogr 35:1091\u20131100","journal-title":"J Am Soc Echocardiogr"},{"key":"3368_CR39","doi-asserted-by":"publisher","unstructured":"Vukadinovic, M., Tang, X., Yuan, N., Cheng, P., Li, D., Cheng, S., He, B. & Ouyang, D. EchoPrime: A Multi-Video View-Informed Vision-Language Model for Comprehensive Echocardiography Interpretation. Preprint at https:\/\/doi.org\/10.48550\/arXiv.2410.09704 (2024).","DOI":"10.48550\/arXiv.2410.09704"},{"key":"3368_CR40","doi-asserted-by":"publisher","unstructured":"Holste, G., Oikonomou, E. K., Wang, Z. & Khera, R. PanEcho: Complete AI-enabled echocardiography interpretation with multi-task deep learning. 2024.11.16.24317431 Preprint at https:\/\/doi.org\/10.1101\/2024.11.16.24317431 (2024).","DOI":"10.1101\/2024.11.16.24317431"},{"key":"3368_CR41","doi-asserted-by":"publisher","first-page":"87","DOI":"10.1186\/s12968-020-00683-3","volume":"22","author":"N Kawel-Boehm","year":"2020","unstructured":"Kawel-Boehm N, Hetzel SJ, Ambale-Venkatesh B, Captur G, Francois CJ, Jerosch-Herold M, Salerno M, Teague SD, Valsangiacomo-Buechel E, van der Geest RJ, Bluemke DA (2020) Reference ranges (\u201cnormal values\u201d) for cardiovascular magnetic resonance (CMR) in adults and children: 2020 update. J Cardiovasc Magn Reson 22:87","journal-title":"J Cardiovasc Magn Reson"},{"key":"3368_CR42","doi-asserted-by":"publisher","first-page":"1041","DOI":"10.1016\/j.echo.2012.06.004","volume":"25","author":"M Koestenberger","year":"2012","unstructured":"Koestenberger M, Nagel B, Ravekes W, Avian A, Heinzl B, Fandl A, Rehak T, Sorantin E, Cvirn G, Gamillscheg A (2012) Tricuspid Annular Peak Systolic Velocity (S\u2032) in Children and Young Adults with Pulmonary Artery Hypertension Secondary to Congenital Heart Diseases, and in Those with Repaired Tetralogy of Fallot: Echocardiography and MRI Data. J Am Soc Echocardiogr 25:1041\u20131049","journal-title":"J Am Soc Echocardiogr"},{"key":"3368_CR43","doi-asserted-by":"publisher","first-page":"708","DOI":"10.1053\/j.jvca.2019.08.026","volume":"34","author":"M Donauer","year":"2020","unstructured":"Donauer M, Schneider J, Jander N, Beyersdorf F, Keyl C (2020) Perioperative Changes of Right Ventricular Function in Cardiac Surgical Patients Assessed by Myocardial Deformation Analysis and 3-Dimensional Echocardiography. J Cardiothorac Vasc Anesth 34:708\u2013718","journal-title":"J Cardiothorac Vasc Anesth"},{"key":"3368_CR44","doi-asserted-by":"publisher","first-page":"967","DOI":"10.1016\/j.echo.2023.05.015","volume":"36","author":"BC Hsia","year":"2023","unstructured":"Hsia BC, Lai A, Singh S, Samtani R, Bienstock S, Liao S, Stern E, LaRocca G, Sanz J, Lerakis S, Croft L, Carrasso S, Rosenmann D, DeMaria A, Stone GW, Goldman ME (2023) Validation of American Society of Echocardiography Guideline-Recommended Parameters of Right Ventricular Dysfunction Using Artificial Intelligence Compared With Cardiac Magnetic Resonance Imaging. J Am Soc Echocardiogr Off Publ Am Soc Echocardiogr 36:967\u2013977","journal-title":"J Am Soc Echocardiogr Off Publ Am Soc Echocardiogr"},{"key":"3368_CR45","doi-asserted-by":"publisher","unstructured":"Duong, S. Q., Dominy, C. L., Lampert, J., Singh, S., Croft, L., Zaidi, A. N., Lerakis, S., Goldman, M. E., Vaid, A. & Nadkarni, G. N. Ensemble Modeling of Multimodal Electrocardiogram and Echocardiogram Data Improves Quantitative Assessment of Right Ventricular Function. JACC Adv. 101186 (2024) https:\/\/doi.org\/10.1016\/j.jacadv.2024.101186.","DOI":"10.1016\/j.jacadv.2024.101186"},{"key":"3368_CR46","doi-asserted-by":"publisher","first-page":"1005","DOI":"10.1016\/j.jcmg.2023.02.017","volume":"16","author":"M Tokodi","year":"2023","unstructured":"Tokodi M, Magyar B, So\u00f3s A, Takeuchi M, Tolvaj M, Lakatos BK, Kitano T, Nabeshima Y, F\u00e1bi\u00e1n A, Szigeti MB, Horv\u00e1th A, Merkely B, Kov\u00e1cs A (2023) Deep Learning-Based Prediction of Right Ventricular Ejection Fraction Using 2D Echocardiograms. JACC Cardiovasc Imaging 16:1005\u20131018","journal-title":"JACC Cardiovasc Imaging"},{"key":"3368_CR47","doi-asserted-by":"publisher","DOI":"10.1161\/JAHA.123.031671","volume":"13","author":"SQ Duong","year":"2024","unstructured":"Duong SQ, Vaid A, My VTH, Butler LR, Lampert J, Pass RH, Charney AW, Narula J, Khera R, Sakhuja A, Greenspan H, Gelb BD, Do R, Nadkarni GN (2024) Quantitative Prediction of Right Ventricular Size and Function From the ECG. J Am Heart Assoc 13:e031671","journal-title":"J Am Heart Assoc"},{"key":"3368_CR48","doi-asserted-by":"publisher","DOI":"10.1161\/JAHA.119.014609","volume":"9","author":"M Singh","year":"2020","unstructured":"Singh M, Sethi A, Mishra AK, Subrayappa NK, Stapleton DD, Pellikka PA (2020) Echocardiographic Imaging Challenges in Obesity: Guideline Recommendations and Limitations of Adjusting to Body Size. J Am Heart Assoc 9:e014609","journal-title":"J Am Heart Assoc"},{"key":"3368_CR49","doi-asserted-by":"publisher","first-page":"829","DOI":"10.1093\/eurheartj\/ehv550","volume":"37","author":"JP Bokma","year":"2016","unstructured":"Bokma JP, Winter MM, Oosterhof T, Vliegen HW, van Dijk AP, Hazekamp MG, Koolbergen DR, Groenink M, Mulder BJ, Bouma BJ (2016) Preoperative thresholds for mid-to-late haemodynamic and clinical outcomes after pulmonary valve replacement in tetralogy of Fallot. Eur Heart J 37:829\u2013835","journal-title":"Eur Heart J"},{"key":"3368_CR50","doi-asserted-by":"crossref","unstructured":"Oliveira, A. L. A., de Oliveira, M. E. P., Guimar\u00e3es, L. V., Trindade, G. M., Chaves, G. M., Gon\u00e7alves, A. C. P., de Souza, T. J. F., Moraes, L. S., Lujan, V. S. C., Faria, L. S. de P. & Manuel, V. Evaluation of right ventricle systolic function after tetralogy of Fallot repair: A systematic review comparing cardiac magnetic resonance and global longitudinal strain. Echocardiogr. Mt. Kisco N 40, 4\u201314 (2023).","DOI":"10.1111\/echo.15486"},{"key":"3368_CR51","doi-asserted-by":"crossref","unstructured":"K\u00fchn, A., Meierhofer, C., Rutz, T., Rondak, I.-C., R\u00f6hlig, C., Schreiber, C., Fratz, S., Ewert, P. & Vogt, M. Non-volumetric echocardiographic indices and qualitative assessment of right ventricular systolic function in Ebstein\u2019s anomaly: comparison with CMR-derived ejection fraction in 49 patients. Eur. Heart J. \u2013 Cardiovasc. Imaging 17, 930\u2013935 (2016).","DOI":"10.1093\/ehjci\/jev243"},{"key":"3368_CR52","doi-asserted-by":"publisher","first-page":"634","DOI":"10.1016\/j.echo.2024.03.001","volume":"37","author":"AM Ferraro","year":"2024","unstructured":"Ferraro AM, Harrild DM, Powell AJ, Levy PT, Marx GR (2024) Evolving Role of Three-Dimensional Echocardiography for Right Ventricular Volume Analysis in Pediatric Heart Disease: Literature Review and Clinical Applications. J Am Soc Echocardiogr Off Publ Am Soc Echocardiogr 37:634\u2013640","journal-title":"J Am Soc Echocardiogr Off Publ Am Soc Echocardiogr"}],"container-title":["The International Journal of Cardiovascular Imaging"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10554-025-03368-z.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10554-025-03368-z\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10554-025-03368-z.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,5,13]],"date-time":"2025-05-13T18:03:18Z","timestamp":1747159398000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10554-025-03368-z"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,3,13]]},"references-count":52,"journal-issue":{"issue":"5","published-online":{"date-parts":[[2025,5]]}},"alternative-id":["3368"],"URL":"https:\/\/doi.org\/10.1007\/s10554-025-03368-z","relation":{},"ISSN":["1875-8312"],"issn-type":[{"value":"1875-8312","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,3,13]]},"assertion":[{"value":"2 October 2024","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"24 February 2025","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"13 March 2025","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"Girish Nadkarni reports consultancy agreements with Renalytix and Heart Test Laboratories research funding from Renalytix and Heart Test laboratories; honoraria from Lexicon, Daiichi Sankyo, Menarini Health and Reata; patents or royalties with Renalytix and heart test laboratories; owns equity and stock options in Heart test laboratories and Renalytix; owns equity in Verici Dx; has received financial compensation as a scientific board member and advisor to Renalytix and heart test laboratories; and serves in an advisory or leadership role for Pensieve Health and Renalytix. DE reports CEO of Tapestry Insight, Inc and Ezon Educational Services. No other authors report competing interests.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interests"}}]}}