{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,6]],"date-time":"2026-10-06T01:53:28Z","timestamp":1791251608654,"version":"4.1.0"},"reference-count":41,"publisher":"XMLink","issue":"5","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\/501100003725","name":"National Research Foundation of Korea","doi-asserted-by":"publisher","award":["2022R1A2C4002395"],"award-info":[{"award-number":["2022R1A2C4002395"]}],"id":[{"id":"10.13039\/501100003725","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["jksronline.org"],"crossmark-restriction":false},"short-container-title":["J Korean Soc Radiol"],"published-print":{"date-parts":[[2026]]},"DOI":"10.3348\/jksr.2026.0082","type":"journal-article","created":{"date-parts":[[2026,10,6]],"date-time":"2026-10-06T01:31:40Z","timestamp":1791250300000},"page":"786","update-policy":"https:\/\/doi.org\/10.3348\/crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["AI- and Deep Learning-Based Radiomics: A State-of-the-Art Review"],"prefix":"10.3348","volume":"87","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-3672-3510","authenticated-orcid":false,"given":"Tuan Dinh","family":"Le","sequence":"first","affiliation":[{"name":"Visual Analysis and Learning for Improved Diagnostics (VALID) Lab, College of Medicine, The Catholic University of Korea, Seoul, Korea."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1684-2996","authenticated-orcid":false,"given":"Sungwon","family":"Lee","sequence":"additional","affiliation":[{"name":"Visual Analysis and Learning for Improved Diagnostics (VALID) Lab, College of Medicine, The Catholic University of Korea, Seoul, Korea."},{"name":"Department of Radiology, Seoul St. Mary\u2019s Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9919-1481","authenticated-orcid":false,"given":"Hyeondeok","family":"Choi","sequence":"additional","affiliation":[{"name":"Visual Analysis and Learning for Improved Diagnostics (VALID) Lab, College of Medicine, The Catholic University of Korea, Seoul, Korea."},{"name":"Department of Radiology, Seoul St. Mary\u2019s Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2331-7663","authenticated-orcid":false,"given":"Ali","family":"Arthar","sequence":"additional","affiliation":[{"name":"Visual Analysis and Learning for Improved Diagnostics (VALID) Lab, College of Medicine, The Catholic University of Korea, Seoul, Korea."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0000-5406-549X","authenticated-orcid":false,"given":"Jaewon","family":"Kim","sequence":"additional","affiliation":[{"name":"Visual Analysis and Learning for Improved Diagnostics (VALID) Lab, College of Medicine, The Catholic University of Korea, Seoul, Korea."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6909-0919","authenticated-orcid":false,"given":"Joon-Yong","family":"Jung","sequence":"additional","affiliation":[{"name":"Visual Analysis and Learning for Improved Diagnostics (VALID) Lab, College of Medicine, The Catholic University of Korea, Seoul, Korea."},{"name":"Department of Radiology, Seoul St. Mary\u2019s Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea."}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"18617","reference":[{"key":"10.3348\/jksr.2026.0082_ref1","doi-asserted-by":"crossref","first-page":"1234","DOI":"10.1016\/j.mri.2012.06.010","volume":"30","author":"Kumar","year":"2012","journal-title":"Magn Reson Imaging"},{"key":"10.3348\/jksr.2026.0082_ref2","doi-asserted-by":"crossref","first-page":"622219","DOI":"10.3389\/fmolb.2021.622219","volume":"8","author":"Fan","year":"2021","journal-title":"Front Mol Biosci"},{"key":"10.3348\/jksr.2026.0082_ref3","doi-asserted-by":"crossref","first-page":"60","DOI":"10.1016\/j.media.2017.07.005","volume":"42","author":"Litjens","year":"2017","journal-title":"Med Image Anal"},{"key":"10.3348\/jksr.2026.0082_ref4","doi-asserted-by":"crossref","first-page":"103000","DOI":"10.1016\/j.media.2023.103000","volume":"91","author":"Azad","year":"2024","journal-title":"Med Image Anal"},{"key":"10.3348\/jksr.2026.0082_ref5","doi-asserted-by":"crossref","first-page":"206","DOI":"10.1038\/s42256-019-0048-x","volume":"1","author":"Rudin","year":"2019","journal-title":"Nat Mach Intell"},{"key":"10.3348\/jksr.2026.0082_ref6","doi-asserted-by":"crossref","first-page":"59","DOI":"10.1080\/23808993.2019.1585805","volume":"4","author":"Parekh","year":"2019","journal-title":"Expert Rev Precis Med Drug Dev"},{"key":"10.3348\/jksr.2026.0082_ref7","unstructured":"Integrating deep and radiomics features in cancer bioimaging. Published 2019. Accessed April 30, 2026."},{"key":"10.3348\/jksr.2026.0082_ref8","doi-asserted-by":"crossref","first-page":"e221843","DOI":"10.1148\/radiol.221843","volume":"307","author":"Beuque","year":"2023","journal-title":"Radiology"},{"key":"10.3348\/jksr.2026.0082_ref9","doi-asserted-by":"crossref","first-page":"563","DOI":"10.1148\/radiol.2015151169","volume":"278","author":"Gillies","year":"2016","journal-title":"Radiology"},{"key":"10.3348\/jksr.2026.0082_ref10","doi-asserted-by":"crossref","first-page":"328","DOI":"10.1148\/radiol.2020191145","volume":"295","author":"Zwanenburg","year":"2020","journal-title":"Radiology"},{"key":"10.3348\/jksr.2026.0082_ref11","doi-asserted-by":"crossref","first-page":"407","DOI":"10.1148\/radiol.2018172361","volume":"288","author":"Berenguer","year":"2018","journal-title":"Radiology"},{"key":"10.3348\/jksr.2026.0082_ref12","doi-asserted-by":"crossref","first-page":"104400","DOI":"10.1016\/j.compbiomed.2021.104400","volume":"133","author":"Reiazi","year":"2021","journal-title":"Comput Biol Med"},{"key":"10.3348\/jksr.2026.0082_ref13","doi-asserted-by":"crossref","first-page":"2319","DOI":"10.1007\/s11517-024-03071-6","volume":"62","author":"Hajianfar","year":"2024","journal-title":"Med Biol Eng Comput"},{"key":"10.3348\/jksr.2026.0082_ref14","doi-asserted-by":"crossref","first-page":"633176","DOI":"10.3389\/fonc.2021.633176","volume":"11","author":"Zhao","year":"2021","journal-title":"Front Oncol"},{"key":"10.3348\/jksr.2026.0082_ref15","doi-asserted-by":"crossref","first-page":"2272","DOI":"10.1007\/s00330-020-07284-9","volume":"31","author":"Orlhac","year":"2021","journal-title":"Eur Radiol"},{"key":"10.3348\/jksr.2026.0082_ref16","doi-asserted-by":"crossref","first-page":"1016","DOI":"10.1259\/0007-1285-46-552-1016","volume":"46","author":"Hounsfield","year":"1973","journal-title":"Br J Radiol"},{"key":"10.3348\/jksr.2026.0082_ref17","unstructured":"U-net: convolutional networks for biomedical image segmentation. Published 2015. Accessed April 30, 2026."},{"key":"10.3348\/jksr.2026.0082_ref18","doi-asserted-by":"crossref","first-page":"20389","DOI":"10.1038\/s41598-025-07128-w","volume":"15","author":"Le Dinh","year":"2025","journal-title":"Sci Rep"},{"key":"10.3348\/jksr.2026.0082_ref19","doi-asserted-by":"crossref","first-page":"203","DOI":"10.1038\/s41592-020-01008-z","volume":"18","author":"Isensee","year":"2021","journal-title":"Nat Methods"},{"key":"10.3348\/jksr.2026.0082_ref20","doi-asserted-by":"crossref","first-page":"654","DOI":"10.1038\/s41467-024-44824-z","volume":"15","author":"Ma","year":"2024","journal-title":"Nat Commun"},{"key":"10.3348\/jksr.2026.0082_ref21","doi-asserted-by":"crossref","first-page":"103547","DOI":"10.1016\/j.media.2025.103547","volume":"102","author":"Wu","year":"2025","journal-title":"Med Image Anal"},{"key":"10.3348\/jksr.2026.0082_ref22","doi-asserted-by":"crossref","first-page":"360","DOI":"10.3390\/jimaging11100360","volume":"11","author":"Khademi","year":"2025","journal-title":"J Imaging"},{"key":"10.3348\/jksr.2026.0082_ref23","doi-asserted-by":"crossref","first-page":"1386","DOI":"10.1007\/s10278-024-01036-7","volume":"37","author":"Tian","year":"2024","journal-title":"J Imaging Inform Med"},{"key":"10.3348\/jksr.2026.0082_ref24","doi-asserted-by":"crossref","first-page":"155","DOI":"10.1016\/j.jcm.2016.02.012","volume":"15","author":"Koo","year":"2016","journal-title":"J Chiropr Med"},{"key":"10.3348\/jksr.2026.0082_ref25","doi-asserted-by":"crossref","first-page":"1226","DOI":"10.1109\/TPAMI.2005.159","volume":"27","author":"Peng","year":"2005","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"10.3348\/jksr.2026.0082_ref26","unstructured":"LASSO: a feature selection technique in predictive modeling for machine learning. Published 2016. Accessed April 30, 2026."},{"key":"10.3348\/jksr.2026.0082_ref27","doi-asserted-by":"crossref","first-page":"301","DOI":"10.1111\/j.1467-9868.2005.00503.x","volume":"67","author":"Zou","year":"2005","journal-title":"J R Stat Soc Series B Stat Methodol"},{"key":"10.3348\/jksr.2026.0082_ref28","doi-asserted-by":"crossref","first-page":"e200029","DOI":"10.1148\/ryai.2020200029","volume":"2","author":"Mongan","year":"2020","journal-title":"Radiol Artif Intell"},{"key":"10.3348\/jksr.2026.0082_ref29","doi-asserted-by":"crossref","first-page":"e078378","DOI":"10.1136\/bmj-2023-078378","volume":"385","author":"Collins","year":"2024","journal-title":"BMJ"},{"key":"10.3348\/jksr.2026.0082_ref30","first-page":"321","volume":"31","author":"Demircio\u011flu","year":"2025","journal-title":"Diagn Interv Radiol"},{"key":"10.3348\/jksr.2026.0082_ref31","doi-asserted-by":"crossref","first-page":"1143","DOI":"10.1016\/j.ijrobp.2018.05.053","volume":"102","author":"Traverso","year":"2018","journal-title":"Int J Radiat Oncol Biol Phys"},{"key":"10.3348\/jksr.2026.0082_ref32","doi-asserted-by":"crossref","first-page":"1197","DOI":"10.1007\/s11547-024-01853-4","volume":"129","author":"Nardone","year":"2024","journal-title":"Radiol Med"},{"key":"10.3348\/jksr.2026.0082_ref33","doi-asserted-by":"crossref","first-page":"1124","DOI":"10.3348\/kjr.2018.0070","volume":"20","author":"Park","year":"2019","journal-title":"Korean J Radiol"},{"issue":"Supplement 1","key":"10.3348\/jksr.2026.0082_ref34","first-page":"287","volume":"59","author":"Hatt","year":"2018","journal-title":"J Nucl Med"},{"key":"10.3348\/jksr.2026.0082_ref35","doi-asserted-by":"crossref","first-page":"108","DOI":"10.1016\/j.ejmp.2021.03.009","volume":"83","author":"Papadimitroulas","year":"2021","journal-title":"Phys Med"},{"key":"10.3348\/jksr.2026.0082_ref36","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1016\/j.crad.2016.09.013","volume":"72","author":"Sala","year":"2017","journal-title":"Clin Radiol"},{"key":"10.3348\/jksr.2026.0082_ref37","doi-asserted-by":"crossref","first-page":"505","DOI":"10.1148\/radiol.2021202553","volume":"298","author":"Tomaszewski","year":"2021","journal-title":"Radiology"},{"key":"10.3348\/jksr.2026.0082_ref38","doi-asserted-by":"crossref","first-page":"107","DOI":"10.1186\/s40644-024-00758-9","volume":"24","author":"Li","year":"2024","journal-title":"Cancer Imaging"},{"key":"10.3348\/jksr.2026.0082_ref39","unstructured":"Sanity checks for saliency maps. Published 2018. Accessed April 30, 2026."},{"key":"10.3348\/jksr.2026.0082_ref40","doi-asserted-by":"crossref","first-page":"e0217536","DOI":"10.1371\/journal.pone.0217536","volume":"14","author":"van Timmeren","year":"2019","journal-title":"PLoS One"},{"key":"10.3348\/jksr.2026.0082_ref41","doi-asserted-by":"crossref","first-page":"1613133","DOI":"10.3389\/fonc.2025.1613133","volume":"15","author":"Li","year":"2025","journal-title":"Front Oncol"}],"container-title":["Journal of the Korean Society of Radiology"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/jksronline.org\/pdf\/10.3348\/jksr.2026.0082","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/jksronline.org\/DOIx.php?id=10.3348\/jksr.2026.0082","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/jksronline.org\/DOIx.php?id=10.3348\/jksr.2026.0082","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,10,6]],"date-time":"2026-10-06T01:37:28Z","timestamp":1791250648000},"score":1,"resource":{"primary":{"URL":"https:\/\/jksronline.org\/DOIx.php?id=10.3348\/jksr.2026.0082"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"references-count":41,"journal-issue":{"issue":"5","published-print":{"date-parts":[[2026]]}},"URL":"https:\/\/doi.org\/10.3348\/jksr.2026.0082","relation":{},"ISSN":["2951-0805"],"issn-type":[{"value":"2951-0805","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026]]},"assertion":[{"value":"2026-05-02","name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2026-08-18","name":"revised","label":"Revised","group":{"name":"publication_history","label":"Publication History"}},{"value":"2026-09-01","name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2026-09-23","name":"published_online","label":"Published online","group":{"name":"publication_history","label":"Publication History"}},{"value":"Copyrights \u00a9 2026 The Korean Society of Radiology","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"}}]}}