{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,13]],"date-time":"2026-02-13T01:08:30Z","timestamp":1770944910345,"version":"3.50.1"},"reference-count":28,"publisher":"XMLink","issue":"2","license":[{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc\/4.0"}],"funder":[{"DOI":"10.13039\/501100004714","name":"Korean Society of Neurogastroenterology and Motility","doi-asserted-by":"publisher","award":["KSNM-22-03"],"award-info":[{"award-number":["KSNM-22-03"]}],"id":[{"id":"10.13039\/501100004714","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003710","name":"Korea Health Industry Development Institute","doi-asserted-by":"publisher","award":["HI18C2383"],"award-info":[{"award-number":["HI18C2383"]}],"id":[{"id":"10.13039\/501100003710","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["eymj.org"],"crossmark-restriction":false},"short-container-title":["Yonsei Med J"],"published-print":{"date-parts":[[2026]]},"DOI":"10.3349\/ymj.2024.0404","type":"journal-article","created":{"date-parts":[[2025,11,21]],"date-time":"2025-11-21T01:27:58Z","timestamp":1763688478000},"page":"112","update-policy":"https:\/\/doi.org\/10.3349\/crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Endoscopic Diagnosis of Eosinophilic Esophagitis Using a Multi-Task U-Net: A Pilot Study"],"prefix":"10.3349","volume":"67","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-7652-2580","authenticated-orcid":false,"given":"Ga Hee","family":"Kim","sequence":"first","affiliation":[{"name":"Department of Internal Medicine, Severance Hospital, Yonsei University College of Medicine, Seoul, Korea."}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7641-3827","authenticated-orcid":false,"given":"Jooyoung","family":"Park","sequence":"additional","affiliation":[{"name":"Department of Biomedical Engineering, Asan Medical Institute of Convergence Science and Technology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Korea."}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5944-6344","authenticated-orcid":false,"given":"Seungju","family":"Park","sequence":"additional","affiliation":[{"name":"CHA University School of Medicine, Seongnam, Korea."}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5821-5405","authenticated-orcid":false,"given":"Jeongeun","family":"Hwang","sequence":"additional","affiliation":[{"name":"Department of Medical IT Engineering, College of Medical Sciences, Soonchunhyang University, Cheonan, Korea."}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8938-233X","authenticated-orcid":false,"given":"Jisup","family":"Lim","sequence":"additional","affiliation":[{"name":"Department of Convergence Medicine, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Korea."}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0009-5525-3869","authenticated-orcid":false,"given":"Kanggil","family":"Park","sequence":"additional","affiliation":[{"name":"Department of Biomedical Engineering, Asan Medical Institute of Convergence Science and Technology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Korea."}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8150-933X","authenticated-orcid":false,"given":"Sunghwan","family":"Ji","sequence":"additional","affiliation":[{"name":"Division of Geriatrics, Department of Internal Medicine, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Korea."}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3826-3274","authenticated-orcid":false,"given":"Kwangbeom","family":"Park","sequence":"additional","affiliation":[{"name":"Department of Internal Medicine, Nowon Eulji Medical Center, Eulji University College of Medicine, Seoul, Korea."}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4987-0686","authenticated-orcid":false,"given":"Jun-young","family":"Seo","sequence":"additional","affiliation":[{"name":"Department of Internal Medicine, Bundang Jesaeng General Hospital, Seongnam, Korea."}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6720-9528","authenticated-orcid":false,"given":"Jin Hee","family":"Noh","sequence":"additional","affiliation":[{"name":"Department of Internal Medicine, Hallym University College of Medicine, Hallym University Sacred Heart Hospital, Anyang, Korea."}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0030-3744","authenticated-orcid":false,"given":"Ji Yong","family":"Ahn","sequence":"additional","affiliation":[{"name":"Department of Gastroenterology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Korea."}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9793-6379","authenticated-orcid":false,"given":"Jeong-Sik","family":"Byeon","sequence":"additional","affiliation":[{"name":"Department of Gastroenterology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Korea."}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4250-4683","authenticated-orcid":false,"given":"Do Hoon","family":"Kim","sequence":"additional","affiliation":[{"name":"Department of Gastroenterology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Korea."}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3438-2217","authenticated-orcid":false,"given":"Namkug","family":"Kim","sequence":"additional","affiliation":[{"name":"Department of Biomedical Engineering, Asan Medical Institute of Convergence Science and Technology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Korea."},{"name":"Department of Convergence Medicine, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Korea."}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"18617","reference":[{"key":"10.3349\/ymj.2024.0404_ref1","doi-asserted-by":"crossref","first-page":"1022","DOI":"10.1053\/j.gastro.2018.07.009","volume":"155","author":"Dellon","year":"2018","journal-title":"Gastroenterology"},{"key":"10.3349\/ymj.2024.0404_ref2","doi-asserted-by":"crossref","first-page":"525","DOI":"10.5056\/jnm19066","volume":"25","author":"Kim","year":"2019","journal-title":"J Neurogastroenterol Motil"},{"key":"10.3349\/ymj.2024.0404_ref3","doi-asserted-by":"crossref","first-page":"248","DOI":"10.5056\/jnm17047","volume":"24","author":"Kim","year":"2018","journal-title":"J Neurogastroenterol Motil"},{"key":"10.3349\/ymj.2024.0404_ref4","doi-asserted-by":"crossref","first-page":"489","DOI":"10.1136\/gutjnl-2011-301817","volume":"62","author":"Hirano","year":"2013","journal-title":"Gut"},{"key":"10.3349\/ymj.2024.0404_ref5","doi-asserted-by":"crossref","first-page":"1","DOI":"10.5946\/ce.2024.023","volume":"58","author":"Yang","year":"2025","journal-title":"Clin Endosc"},{"key":"10.3349\/ymj.2024.0404_ref6","doi-asserted-by":"crossref","first-page":"1632","DOI":"10.1016\/j.dld.2021.05.017","volume":"53","author":"Lenti","year":"2021","journal-title":"Dig Liver Dis"},{"key":"10.3349\/ymj.2024.0404_ref7","doi-asserted-by":"crossref","first-page":"33","DOI":"10.1159\/000511588","volume":"102","author":"Okimoto","year":"2021","journal-title":"Digestion"},{"key":"10.3349\/ymj.2024.0404_ref8","doi-asserted-by":"crossref","first-page":"299","DOI":"10.1055\/a-1520-8116","volume":"54","author":"Guimar\u00e3es","year":"2022","journal-title":"Endoscopy"},{"key":"10.3349\/ymj.2024.0404_ref9","doi-asserted-by":"crossref","first-page":"2529","DOI":"10.3390\/jcm11092529","volume":"11","author":"Okimoto","year":"2022","journal-title":"J Clin Med"},{"key":"10.3349\/ymj.2024.0404_ref10","doi-asserted-by":"crossref","first-page":"11115","DOI":"10.1038\/s41598-022-14605-z","volume":"12","author":"R\u00f6mmele","year":"2022","journal-title":"Sci Rep"},{"key":"10.3349\/ymj.2024.0404_ref11","doi-asserted-by":"crossref","unstructured":"Deep residual learning for image recognition. accessed on 2024 March 1. Available at: http:\/\/doi.org\/10.1109\/CVPR.2016.90","DOI":"10.1109\/CVPR.2016.90"},{"key":"10.3349\/ymj.2024.0404_ref12","doi-asserted-by":"crossref","unstructured":"Loss functions for image restoration with neural networks. accessed on 2024 March 1. Available at: http:\/\/doi.org\/10.1109\/TCI.2016.2644865","DOI":"10.1109\/TCI.2016.2644865"},{"key":"10.3349\/ymj.2024.0404_ref13","unstructured":"arXiv [Preprint]. 2014. accessed on 2024 March 1. Available at: https:\/\/doi.org\/10.48550\/arXiv.1409.1556"},{"key":"10.3349\/ymj.2024.0404_ref14","unstructured":"EfficientNet: rethinking model scaling for convolutional neural networks. accessed on 2024 March 1. Available at: https:\/\/proceedings.mlr.press\/v97\/tan19a.html"},{"key":"10.3349\/ymj.2024.0404_ref15","doi-asserted-by":"crossref","first-page":"6999","DOI":"10.1109\/TNNLS.2021.3084827","volume":"33","author":"Li","year":"2022","journal-title":"IEEE Trans Neural Netw Learn Syst"},{"key":"10.3349\/ymj.2024.0404_ref16","unstructured":"arXiv [Preprint]. 2017. accessed on 2024 March 1. Available at: https:\/\/doi.org\/10.48550\/arXiv.1703.01025"},{"key":"10.3349\/ymj.2024.0404_ref17","unstructured":"arXiv [Preprint]. 2019. accessed on 2024 March 1. Available at: https:\/\/doi.org\/10.48550\/arXiv.1909.05397"},{"key":"10.3349\/ymj.2024.0404_ref18","doi-asserted-by":"crossref","first-page":"101918","DOI":"10.1016\/j.media.2020.101918","volume":"70","author":"Zhou","year":"2021","journal-title":"Med Image Anal"},{"key":"10.3349\/ymj.2024.0404_ref19","unstructured":"Autoencoders, unsupervised learning, and deep architectures. accessed on 2024 March 1. Available at: https:\/\/proceedings.mlr.press\/v27\/baldi12a.html"},{"key":"10.3349\/ymj.2024.0404_ref20","doi-asserted-by":"crossref","first-page":"2857","DOI":"10.1109\/TMI.2021.3060634","volume":"40","author":"Haghighi","year":"2021","journal-title":"IEEE Trans Med Imaging"},{"key":"10.3349\/ymj.2024.0404_ref21","doi-asserted-by":"crossref","first-page":"104037","DOI":"10.1016\/j.compbiomed.2020.104037","volume":"126","author":"Amyar","year":"2020","journal-title":"Comput Biol Med"},{"key":"10.3349\/ymj.2024.0404_ref22","doi-asserted-by":"crossref","first-page":"1856","DOI":"10.1109\/TMI.2019.2959609","volume":"39","author":"Zhou","year":"2020","journal-title":"IEEE Trans Med Imaging"},{"key":"10.3349\/ymj.2024.0404_ref23","doi-asserted-by":"crossref","first-page":"5321","DOI":"10.1364\/BOE.396598","volume":"11","author":"Feng","year":"2020","journal-title":"Biomed Opt Express"},{"key":"10.3349\/ymj.2024.0404_ref24","doi-asserted-by":"crossref","first-page":"837","DOI":"10.2307\/2531595","volume":"44","author":"DeLong","year":"1988","journal-title":"Biometrics"},{"key":"10.3349\/ymj.2024.0404_ref25","doi-asserted-by":"crossref","unstructured":"Grad-CAM: visual explanations from deep networks via gradientbased localization. accessed on 2024 March 1. Available at: http:\/\/doi.org\/10.1109\/ICCV.2017.74","DOI":"10.1109\/ICCV.2017.74"},{"key":"10.3349\/ymj.2024.0404_ref26","first-page":"234","volume-title":"Medical image computing and computer-assisted intervention-MICCAI 2015","author":"Ronneberger","year":"2015"},{"key":"10.3349\/ymj.2024.0404_ref27","doi-asserted-by":"crossref","unstructured":"A new model and the kinetics dataset. accessed on 2024 March 1. Available at: http:\/\/doi.org\/10.1109\/CVPR.2017.502","DOI":"10.1109\/CVPR.2017.502"},{"key":"10.3349\/ymj.2024.0404_ref28","doi-asserted-by":"crossref","unstructured":"Learning spatiotemporal features with 3d convolutional networks. accessed on 2024 March 1. Available at: http:\/\/doi.org\/10.1109\/ICCV.2015.510","DOI":"10.1109\/ICCV.2015.510"}],"updated-by":[{"DOI":"10.3349\/ymj.2024.0404.er","type":"erratum","label":"Erratum","source":"publisher","updated":{"date-parts":[[2026,2,10]],"date-time":"2026-02-10T00:00:00Z","timestamp":1770681600000}}],"container-title":["Yonsei Medical Journal"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/eymj.org\/pdf\/10.3349\/ymj.2024.0404","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/eymj.org\/DOIx.php?id=10.3349\/ymj.2024.0404","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/eymj.org\/DOIx.php?id=10.3349\/ymj.2024.0404","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,1,19]],"date-time":"2026-01-19T05:07:11Z","timestamp":1768799231000},"score":1,"resource":{"primary":{"URL":"https:\/\/eymj.org\/DOIx.php?id=10.3349\/ymj.2024.0404"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"references-count":28,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2026]]}},"URL":"https:\/\/doi.org\/10.3349\/ymj.2024.0404","relation":{},"ISSN":["0513-5796","1976-2437"],"issn-type":[{"value":"0513-5796","type":"print"},{"value":"1976-2437","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026]]},"assertion":[{"value":"2024-12-10","name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2025-07-20","name":"revised","label":"Revised","group":{"name":"publication_history","label":"Publication History"}},{"value":"2025-08-07","name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2025-11-12","name":"published_online","label":"Published online","group":{"name":"publication_history","label":"Publication History"}},{"value":"\u00a9 Copyright: Yonsei University College of Medicine 2026","name":"copyright","label":"Copyright","group":{"name":"Copyright_and_licensing","label":"Copyright and Licensing"}},{"value":"This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (https:\/\/creativecommons.org\/licenses\/by-nc\/4.0) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.","name":"license","label":"License","explanation":{"URL":"https:\/\/creativecommons.org\/licenses\/by-nc\/4.0"},"group":{"name":"Copyright_and_licensing","label":"Copyright and Licensing"}}]}}