{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,20]],"date-time":"2026-07-20T02:01:40Z","timestamp":1784512900843,"version":"3.55.0"},"reference-count":32,"publisher":"XMLink","issue":"8","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":[{"name":"GRRC program of Gyeonggi province","award":["GRRC-Gachon2023 (B01)"],"award-info":[{"award-number":["GRRC-Gachon2023 (B01)"]}]},{"DOI":"10.13039\/501100002631","name":"Gachon University","doi-asserted-by":"publisher","award":["GCU-202403860001"],"award-info":[{"award-number":["GCU-202403860001"]}],"id":[{"id":"10.13039\/501100002631","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.2025.0361","type":"journal-article","created":{"date-parts":[[2026,6,15]],"date-time":"2026-06-15T00:52:46Z","timestamp":1781484766000},"page":"627","update-policy":"https:\/\/doi.org\/10.3349\/crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Machine Learning-Based Risk Stratification Model to Guide Cardiopulmonary Exercise Training in Cardiovascular Patients"],"prefix":"10.3349","volume":"67","author":[{"ORCID":"https:\/\/orcid.org\/0009-0006-5957-7324","authenticated-orcid":false,"given":"Ha Eun","family":"Na","sequence":"first","affiliation":[{"name":"Department of Physical Medicine and Rehabilitation, Gachon University Gil Medical Center, Incheon, Korea."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9785-3776","authenticated-orcid":false,"given":"Gi Pyo","family":"Lee","sequence":"additional","affiliation":[{"name":"Department of Biomedical Engineering, Gachon University, Seongnam, Korea."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0443-0051","authenticated-orcid":false,"given":"Young Jae","family":"Kim","sequence":"additional","affiliation":[{"name":"Gachon Biomedical & Convergence Institute, Gachon University Gil Medical Center, Incheon, Korea."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9714-6038","authenticated-orcid":false,"given":"Kwang Gi","family":"Kim","sequence":"additional","affiliation":[{"name":"Department of Biomedical Engineering, Gachon University Gil Medical Center, Gachon University College of Medicine, Incheon, Korea."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8335-9785","authenticated-orcid":false,"given":"Ju Kang","family":"Lee","sequence":"additional","affiliation":[{"name":"Department of Physical Medicine and Rehabilitation, Gachon University Gil Medical Center, Gachon University College of Medicine, Incheon, Korea."}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"18617","reference":[{"key":"10.3349\/ymj.2025.0361_ref1","volume-title":"[2022 cause of death statistics]","author":"Ministry of Data and Statistics","year":"2023"},{"key":"10.3349\/ymj.2025.0361_ref2","doi-asserted-by":"crossref","first-page":"725","DOI":"10.1016\/j.ccep.2017.08.009","volume":"9","author":"Dagres","year":"2017","journal-title":"Card Electrophysiol Clin"},{"key":"10.3349\/ymj.2025.0361_ref3","doi-asserted-by":"crossref","first-page":"222","DOI":"10.1002\/ehf2.13144","volume":"8","author":"Jen\u010da","year":"2021","journal-title":"ESC Heart Fail"},{"key":"10.3349\/ymj.2025.0361_ref4","doi-asserted-by":"crossref","first-page":"830","DOI":"10.1056\/NEJMra2302291","volume":"390","author":"Thomas","year":"2024","journal-title":"N Engl J Med"},{"key":"10.3349\/ymj.2025.0361_ref5","doi-asserted-by":"crossref","first-page":"1066","DOI":"10.4070\/kcj.2019.0194","volume":"49","author":"Kim","year":"2019","journal-title":"Korean Circ J"},{"key":"10.3349\/ymj.2025.0361_ref6","doi-asserted-by":"crossref","first-page":"3227","DOI":"10.1093\/eurheartj\/ehab484","volume":"42","author":"Visseren","year":"2021","journal-title":"Eur Heart J"},{"key":"10.3349\/ymj.2025.0361_ref7","doi-asserted-by":"crossref","first-page":"2344","DOI":"10.1161\/CIRCULATIONAHA.110.983536","volume":"123","author":"Goel","year":"2011","journal-title":"Circulation"},{"key":"10.3349\/ymj.2025.0361_ref8","first-page":"1363","volume":"15","author":"Kim","year":"2022","journal-title":"Public Health Wkly Rep"},{"key":"10.3349\/ymj.2025.0361_ref9","doi-asserted-by":"crossref","first-page":"101327","DOI":"10.1016\/j.imu.2023.101327","volume":"41","author":"Raja","year":"2023","journal-title":"Inform Med Unlocked"},{"key":"10.3349\/ymj.2025.0361_ref10","doi-asserted-by":"crossref","first-page":"3601","DOI":"10.3390\/s20123601","volume":"20","author":"De Canni\u00e8re","year":"2020","journal-title":"Sensors (Basel)"},{"key":"10.3349\/ymj.2025.0361_ref11","doi-asserted-by":"crossref","first-page":"e15022","DOI":"10.2196\/15022","volume":"9","author":"Rawstorn","year":"2020","journal-title":"JMIR Res Protoc"},{"key":"10.3349\/ymj.2025.0361_ref12","doi-asserted-by":"crossref","first-page":"1380639","DOI":"10.3389\/fcvm.2024.1380639","volume":"11","author":"Milani","year":"2024","journal-title":"Front Cardiovasc Med"},{"key":"10.3349\/ymj.2025.0361_ref13","first-page":"255","volume":"29","author":"Silva","year":"2014","journal-title":"Rev Bras Cir Cardiovasc"},{"key":"10.3349\/ymj.2025.0361_ref14","unstructured":"National Information Society Agency. Muscle exercise prescription data [Internet]. accessed on 2025 May 23. Available at: https:\/\/aihub.or.kr\/aihubdata\/data\/view.do?currMenu=&topMenu=&aihubDataSe=&dataSetSn=71331"},{"key":"10.3349\/ymj.2025.0361_ref15","volume-title":"DeLisa\u2019s physical medicine and rehabilitation: principles and practice","author":"Frontera","year":"2020","edition":"6"},{"key":"10.3349\/ymj.2025.0361_ref16","volume-title":"AACVPR stratification algorithm for risk of event","author":"American Association of Cardiovascular and Pulmonary Rehabilitation","year":"2012"},{"key":"10.3349\/ymj.2025.0361_ref17","first-page":"1","volume":"45","author":"van Buuren","year":"2011","journal-title":"J Stat Softw"},{"key":"10.3349\/ymj.2025.0361_ref18","doi-asserted-by":"crossref","DOI":"10.1002\/9781118548387","volume-title":"Applied logistic regression","author":"Hosmer","year":"2013","edition":"3"},{"key":"10.3349\/ymj.2025.0361_ref19","doi-asserted-by":"crossref","first-page":"273","DOI":"10.1023\/A:1022627411411","volume":"20","author":"Cortes","year":"1995","journal-title":"Mach Learn"},{"key":"10.3349\/ymj.2025.0361_ref20","unstructured":"XGBoost: a scalable tree boosting system. accessed on 2025 May 23."},{"key":"10.3349\/ymj.2025.0361_ref21","doi-asserted-by":"crossref","first-page":"20552076251326703","DOI":"10.1177\/20552076251326703","volume":"11","author":"Ryu","year":"2025","journal-title":"Digit Health"},{"key":"10.3349\/ymj.2025.0361_ref22","doi-asserted-by":"crossref","first-page":"5","DOI":"10.1023\/A:1010933404324","volume":"45","author":"Breiman","year":"2001","journal-title":"Mach Learn"},{"key":"10.3349\/ymj.2025.0361_ref23","doi-asserted-by":"crossref","DOI":"10.1007\/978-0-387-84858-7","volume-title":"The elements of statistical learning","author":"Hastie","year":"2009"},{"key":"10.3349\/ymj.2025.0361_ref24","doi-asserted-by":"crossref","first-page":"245","DOI":"10.1016\/j.cpc.2018.02.018","volume":"228","author":"Bhat","year":"2018","journal-title":"Comput Phys Commun"},{"key":"10.3349\/ymj.2025.0361_ref25","doi-asserted-by":"crossref","first-page":"e0290141","DOI":"10.1371\/journal.pone.0290141","volume":"18","author":"Jeon","year":"2023","journal-title":"PLoS One"},{"key":"10.3349\/ymj.2025.0361_ref26","doi-asserted-by":"crossref","first-page":"108","DOI":"10.1006\/jmps.1999.1279","volume":"44","author":"Browne","year":"2000","journal-title":"J Math Psychol"},{"key":"10.3349\/ymj.2025.0361_ref27","doi-asserted-by":"crossref","first-page":"267","DOI":"10.1111\/j.2517-6161.1996.tb02080.x","volume":"58","author":"Tibshirani","year":"1996","journal-title":"J R Stat Soc Ser B (Methodol)"},{"key":"10.3349\/ymj.2025.0361_ref28","unstructured":"A unified approach to interpreting model predictions. accessed on 2025 May 23. Available at: https:\/\/dl.acm.org\/doi\/10.5555\/3295222.3295230#purchase-access"},{"key":"10.3349\/ymj.2025.0361_ref29","doi-asserted-by":"crossref","first-page":"e006729","DOI":"10.1161\/CIRCHEARTFAILURE.119.006729","volume":"13","author":"Nayor","year":"2020","journal-title":"Circ Heart Fail"},{"issue":"Supplement 2","key":"10.3349\/ymj.2025.0361_ref30","doi-asserted-by":"crossref","first-page":"ehad655.2585","DOI":"10.1093\/eurheartj\/ehad655.2585","volume":"44","author":"Ojima","year":"2023","journal-title":"Eur Heart J"},{"key":"10.3349\/ymj.2025.0361_ref31","doi-asserted-by":"crossref","first-page":"811","DOI":"10.1177\/2047487319887835","volume":"27","author":"Mikkelsen","year":"2020","journal-title":"Eur J Prev Cardiol"},{"key":"10.3349\/ymj.2025.0361_ref32","doi-asserted-by":"crossref","first-page":"734278","DOI":"10.3389\/fcvm.2021.734278","volume":"8","author":"Taylor","year":"2021","journal-title":"Front Cardiovasc Med"}],"container-title":["Yonsei Medical Journal"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/eymj.org\/pdf\/10.3349\/ymj.2025.0361","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/eymj.org\/DOIx.php?id=10.3349\/ymj.2025.0361","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/eymj.org\/DOIx.php?id=10.3349\/ymj.2025.0361","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,7,20]],"date-time":"2026-07-20T01:07:39Z","timestamp":1784509659000},"score":1,"resource":{"primary":{"URL":"https:\/\/eymj.org\/DOIx.php?id=10.3349\/ymj.2025.0361"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"references-count":32,"journal-issue":{"issue":"8","published-print":{"date-parts":[[2026]]}},"URL":"https:\/\/doi.org\/10.3349\/ymj.2025.0361","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":"2025-09-22","name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2026-03-06","name":"revised","label":"Revised","group":{"name":"publication_history","label":"Publication History"}},{"value":"2026-03-31","name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2026-06-09","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"}}]}}