Predicting Waiting Times for Medical Tasks in a Pediatric Hospital Using Machine Learning: Comprehensive, Retrospective, Real-World Study.

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Title: Predicting Waiting Times for Medical Tasks in a Pediatric Hospital Using Machine Learning: Comprehensive, Retrospective, Real-World Study.
Authors: Guo LL; Capital Center for Children's Health, Capital Medical University, No.2 Yabao Road, ChaoYang District, Beijing, 100020, China, 86 18380382165., Tang R; Institute of Medical Information, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China., Wang JY; Institute of Medical Information, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China., Zheng S; Institute of Medical Information, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China., Zeng Y; Institute of Medical Information, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China., Hou J; Capital Center for Children's Health, Capital Medical University, No.2 Yabao Road, ChaoYang District, Beijing, 100020, China, 86 18380382165., Dong MC; Capital Center for Children's Health, Capital Medical University, No.2 Yabao Road, ChaoYang District, Beijing, 100020, China, 86 18380382165., Li J; Institute of Medical Information, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China., Cui Y; Capital Center for Children's Health, Capital Medical University, No.2 Yabao Road, ChaoYang District, Beijing, 100020, China, 86 18380382165.
Source: JMIR medical informatics [JMIR Med Inform] 2025 Sep 29; Vol. 13, pp. e77297. Date of Electronic Publication: 2025 Sep 29.
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
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  Data: <searchLink fieldCode="AU" term="%22Guo+LL%22">Guo LL</searchLink>; Capital Center for Children's Health, Capital Medical University, No.2 Yabao Road, ChaoYang District, Beijing, 100020, China, 86 18380382165.<br /><searchLink fieldCode="AU" term="%22Tang+R%22">Tang R</searchLink>; Institute of Medical Information, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China.<br /><searchLink fieldCode="AU" term="%22Wang+JY%22">Wang JY</searchLink>; Institute of Medical Information, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China.<br /><searchLink fieldCode="AU" term="%22Zheng+S%22">Zheng S</searchLink>; Institute of Medical Information, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China.<br /><searchLink fieldCode="AU" term="%22Zeng+Y%22">Zeng Y</searchLink>; Institute of Medical Information, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China.<br /><searchLink fieldCode="AU" term="%22Hou+J%22">Hou J</searchLink>; Capital Center for Children's Health, Capital Medical University, No.2 Yabao Road, ChaoYang District, Beijing, 100020, China, 86 18380382165.<br /><searchLink fieldCode="AU" term="%22Dong+MC%22">Dong MC</searchLink>; Capital Center for Children's Health, Capital Medical University, No.2 Yabao Road, ChaoYang District, Beijing, 100020, China, 86 18380382165.<br /><searchLink fieldCode="AU" term="%22Li+J%22">Li J</searchLink>; Institute of Medical Information, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China.<br /><searchLink fieldCode="AU" term="%22Cui+Y%22">Cui Y</searchLink>; Capital Center for Children's Health, Capital Medical University, No.2 Yabao Road, ChaoYang District, Beijing, 100020, China, 86 18380382165.
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              Text: 2025 Sep 29
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