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Deep Learning-Based Early Warning Systems in Hospitalized Patients at Risk of Code Blue Events and Length of Stay: Retrospective Real-World Implementation Study.

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Title: Deep Learning-Based Early Warning Systems in Hospitalized Patients at Risk of Code Blue Events and Length of Stay: Retrospective Real-World Implementation Study.
Authors: Kim JH; AITRICS Corp, 218 Teheran-ro, Gangnam-gu, Seoul, 06221, Republic of Korea, 82 025695507, 82 025695508., Cho EY; AITRICS Corp, 218 Teheran-ro, Gangnam-gu, Seoul, 06221, Republic of Korea, 82 025695507, 82 025695508., Choi Y; AITRICS Corp, 218 Teheran-ro, Gangnam-gu, Seoul, 06221, Republic of Korea, 82 025695507, 82 025695508., Won JY; AITRICS Corp, 218 Teheran-ro, Gangnam-gu, Seoul, 06221, Republic of Korea, 82 025695507, 82 025695508., Cheon SH; Department of Medical Management, Presbyterian Medical Center, Jeonju, Republic of Korea., Kim YA; Department of Computing Information, Presbyterian Medical Center, Jeonju, Republic of Korea., Lee KB; AITRICS Corp, 218 Teheran-ro, Gangnam-gu, Seoul, 06221, Republic of Korea, 82 025695507, 82 025695508.; Department of Internal Medicine, Chuncheon Sacred Heart Hospital, Chuncheon, Republic of Korea., Kim KJ; AITRICS Corp, 218 Teheran-ro, Gangnam-gu, Seoul, 06221, Republic of Korea, 82 025695507, 82 025695508.; Department of Internal Medicine, Yonsei University College of Medicine, Seoul, Republic of Korea., Kim HG; Department of Emergency Medicine, Presbyterian Medical Center, Jeonju, Republic of Korea., Sim T; AITRICS Corp, 218 Teheran-ro, Gangnam-gu, Seoul, 06221, Republic of Korea, 82 025695507, 82 025695508.
Source: JMIR medical informatics [JMIR Med Inform] 2025 Aug 22; Vol. 13, pp. e72232. Date of Electronic Publication: 2025 Aug 22.
Publication Type: Journal Article
Journal Info: Publisher: JMIR Publications Country of Publication: Canada NLM ID: 101645109 Publication Model: Electronic Cited Medium: Internet ISSN: 2291-9694 (Electronic) Linking ISSN: 22919694 NLM ISO Abbreviation: JMIR Med Inform Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Deep Learning-Based Early Warning Systems in Hospitalized Patients at Risk of Code Blue Events and Length of Stay: Retrospective Real-World Implementation Study.
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  Data: <searchLink fieldCode="AU" term="%22Kim+JH%22">Kim JH</searchLink>; AITRICS Corp, 218 Teheran-ro, Gangnam-gu, Seoul, 06221, Republic of Korea, 82 025695507, 82 025695508.<br /><searchLink fieldCode="AU" term="%22Cho+EY%22">Cho EY</searchLink>; AITRICS Corp, 218 Teheran-ro, Gangnam-gu, Seoul, 06221, Republic of Korea, 82 025695507, 82 025695508.<br /><searchLink fieldCode="AU" term="%22Choi+Y%22">Choi Y</searchLink>; AITRICS Corp, 218 Teheran-ro, Gangnam-gu, Seoul, 06221, Republic of Korea, 82 025695507, 82 025695508.<br /><searchLink fieldCode="AU" term="%22Won+JY%22">Won JY</searchLink>; AITRICS Corp, 218 Teheran-ro, Gangnam-gu, Seoul, 06221, Republic of Korea, 82 025695507, 82 025695508.<br /><searchLink fieldCode="AU" term="%22Cheon+SH%22">Cheon SH</searchLink>; Department of Medical Management, Presbyterian Medical Center, Jeonju, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Kim+YA%22">Kim YA</searchLink>; Department of Computing Information, Presbyterian Medical Center, Jeonju, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Lee+KB%22">Lee KB</searchLink>; AITRICS Corp, 218 Teheran-ro, Gangnam-gu, Seoul, 06221, Republic of Korea, 82 025695507, 82 025695508.; Department of Internal Medicine, Chuncheon Sacred Heart Hospital, Chuncheon, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Kim+KJ%22">Kim KJ</searchLink>; AITRICS Corp, 218 Teheran-ro, Gangnam-gu, Seoul, 06221, Republic of Korea, 82 025695507, 82 025695508.; Department of Internal Medicine, Yonsei University College of Medicine, Seoul, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Kim+HG%22">Kim HG</searchLink>; Department of Emergency Medicine, Presbyterian Medical Center, Jeonju, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Sim+T%22">Sim T</searchLink>; AITRICS Corp, 218 Teheran-ro, Gangnam-gu, Seoul, 06221, Republic of Korea, 82 025695507, 82 025695508.
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  Data: <searchLink fieldCode="JN" term="%22101645109%22">JMIR medical informatics</searchLink> [JMIR Med Inform] 2025 Aug 22; Vol. 13, pp. e72232. <i>Date of Electronic Publication: </i>2025 Aug 22.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22JMIR+Publications%22">JMIR Publications </searchLink><i>Country of Publication: </i>Canada <i>NLM ID: </i>101645109 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2291-9694 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2222919694%22">22919694 </searchLink><i>NLM ISO Abbreviation: </i>JMIR Med Inform <i>Subsets: </i>MEDLINE
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              Text: 2025 Aug 22
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