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Use of machine learning for risk stratification of chest pain patients in the emergency department.

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Title: Use of machine learning for risk stratification of chest pain patients in the emergency department.
Authors: Li Y; Emergency Center, Zhongnan Hospital of Wuhan University, Wuhan, Hubei, China.; Hubei Clinical Research Center of Emergency and Resuscitation, Zhongnan Hospital of Wuhan University, Wuhan, Hubei, China., Jiang S; Emergency Center, Zhongnan Hospital of Wuhan University, Wuhan, Hubei, China.; Hubei Clinical Research Center of Emergency and Resuscitation, Zhongnan Hospital of Wuhan University, Wuhan, Hubei, China., Dai S; Emergency Center, Zhongnan Hospital of Wuhan University, Wuhan, Hubei, China.; Hubei Clinical Research Center of Emergency and Resuscitation, Zhongnan Hospital of Wuhan University, Wuhan, Hubei, China., Jiang C; Emergency Center, Zhongnan Hospital of Wuhan University, Wuhan, Hubei, China.; Hubei Clinical Research Center of Emergency and Resuscitation, Zhongnan Hospital of Wuhan University, Wuhan, Hubei, China., Yang F; Emergency Center, Zhongnan Hospital of Wuhan University, Wuhan, Hubei, China.; Hubei Clinical Research Center of Emergency and Resuscitation, Zhongnan Hospital of Wuhan University, Wuhan, Hubei, China., Tu X; Emergency Center, Zhongnan Hospital of Wuhan University, Wuhan, Hubei, China.; Hubei Clinical Research Center of Emergency and Resuscitation, Zhongnan Hospital of Wuhan University, Wuhan, Hubei, China., Wu M; Emergency Center, Zhongnan Hospital of Wuhan University, Wuhan, Hubei, China.; Hubei Clinical Research Center of Emergency and Resuscitation, Zhongnan Hospital of Wuhan University, Wuhan, Hubei, China., Li C; Information Center, Zhongnan Hospital of Wuhan University, Wuhan, Hubei, 430071, China. ZN001311@whu.edu.cn., Zhao Y; Emergency Center, Zhongnan Hospital of Wuhan University, Wuhan, Hubei, China. doctoryanzhao@whu.edu.cn.; Hubei Clinical Research Center of Emergency and Resuscitation, Zhongnan Hospital of Wuhan University, Wuhan, Hubei, China. doctoryanzhao@whu.edu.cn.
Source: BMC medical informatics and decision making [BMC Med Inform Decis Mak] 2025 Oct 24; Vol. 25 (1), pp. 393. Date of Electronic Publication: 2025 Oct 24.
Publication Type: Journal Article; Validation Study
Journal Info: Publisher: BioMed Central Country of Publication: England NLM ID: 101088682 Publication Model: Electronic Cited Medium: Internet ISSN: 1472-6947 (Electronic) Linking ISSN: 14726947 NLM ISO Abbreviation: BMC Med Inform Decis Mak Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Use of machine learning for risk stratification of chest pain patients in the emergency department.
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  Data: <searchLink fieldCode="AU" term="%22Li+Y%22">Li Y</searchLink>; Emergency Center, Zhongnan Hospital of Wuhan University, Wuhan, Hubei, China.; Hubei Clinical Research Center of Emergency and Resuscitation, Zhongnan Hospital of Wuhan University, Wuhan, Hubei, China.<br /><searchLink fieldCode="AU" term="%22Jiang+S%22">Jiang S</searchLink>; Emergency Center, Zhongnan Hospital of Wuhan University, Wuhan, Hubei, China.; Hubei Clinical Research Center of Emergency and Resuscitation, Zhongnan Hospital of Wuhan University, Wuhan, Hubei, China.<br /><searchLink fieldCode="AU" term="%22Dai+S%22">Dai S</searchLink>; Emergency Center, Zhongnan Hospital of Wuhan University, Wuhan, Hubei, China.; Hubei Clinical Research Center of Emergency and Resuscitation, Zhongnan Hospital of Wuhan University, Wuhan, Hubei, China.<br /><searchLink fieldCode="AU" term="%22Jiang+C%22">Jiang C</searchLink>; Emergency Center, Zhongnan Hospital of Wuhan University, Wuhan, Hubei, China.; Hubei Clinical Research Center of Emergency and Resuscitation, Zhongnan Hospital of Wuhan University, Wuhan, Hubei, China.<br /><searchLink fieldCode="AU" term="%22Yang+F%22">Yang F</searchLink>; Emergency Center, Zhongnan Hospital of Wuhan University, Wuhan, Hubei, China.; Hubei Clinical Research Center of Emergency and Resuscitation, Zhongnan Hospital of Wuhan University, Wuhan, Hubei, China.<br /><searchLink fieldCode="AU" term="%22Tu+X%22">Tu X</searchLink>; Emergency Center, Zhongnan Hospital of Wuhan University, Wuhan, Hubei, China.; Hubei Clinical Research Center of Emergency and Resuscitation, Zhongnan Hospital of Wuhan University, Wuhan, Hubei, China.<br /><searchLink fieldCode="AU" term="%22Wu+M%22">Wu M</searchLink>; Emergency Center, Zhongnan Hospital of Wuhan University, Wuhan, Hubei, China.; Hubei Clinical Research Center of Emergency and Resuscitation, Zhongnan Hospital of Wuhan University, Wuhan, Hubei, China.<br /><searchLink fieldCode="AU" term="%22Li+C%22">Li C</searchLink>; Information Center, Zhongnan Hospital of Wuhan University, Wuhan, Hubei, 430071, China. ZN001311@whu.edu.cn.<br /><searchLink fieldCode="AU" term="%22Zhao+Y%22">Zhao Y</searchLink>; Emergency Center, Zhongnan Hospital of Wuhan University, Wuhan, Hubei, China. doctoryanzhao@whu.edu.cn.; Hubei Clinical Research Center of Emergency and Resuscitation, Zhongnan Hospital of Wuhan University, Wuhan, Hubei, China. doctoryanzhao@whu.edu.cn.
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  Data: <searchLink fieldCode="JN" term="%22101088682%22">BMC medical informatics and decision making</searchLink> [BMC Med Inform Decis Mak] 2025 Oct 24; Vol. 25 (1), pp. 393. <i>Date of Electronic Publication: </i>2025 Oct 24.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22BioMed+Central%22">BioMed Central </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101088682 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1472-6947 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2214726947%22">14726947 </searchLink><i>NLM ISO Abbreviation: </i>BMC Med Inform Decis Mak <i>Subsets: </i>MEDLINE
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              Text: 2025 Oct 24
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