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Development and validation of interpretable machine learning models for predicting stroke in NVAF patients with CHA2DS2-VA scores ≤1.

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Title: Development and validation of interpretable machine learning models for predicting stroke in NVAF patients with CHA2DS2-VA scores ≤1.
Authors: Gao T; Department of Cardiology, Zhongshan Hospital, Xiamen University, Xiamen, Fujian, China., Zhang X; Department of Endocrinology, West China Xiamen Hospital of Sichuan University, Xiamen, Fujian, China., Ma T; Department of Cardiology, Zhongshan Hospital, Xiamen University, Xiamen, Fujian, China., Li M; Department of Cardiology, Zhongshan Hospital, Xiamen University, Xiamen, Fujian, China., Hou B; Department of Cardiology, Zhongshan Hospital, Xiamen University, Xiamen, Fujian, China., Lin Z; The School of Clinical Medicine, Fujian Medical University, Fuzhou, Fujian, China., Cai J; Department of Cardiology, Xiamen Haicang Hospital, Xiamen, Fujian, China., Huang S; Department of Cardiology, Zhongshan Hospital, Xiamen University, Xiamen, Fujian, China., Liu X; Department of Cardiology, Zhongshan Hospital, Xiamen University, Xiamen, Fujian, China., Zhao Y; Department of Cardiology, Zhongshan Hospital, Xiamen University, Xiamen, Fujian, China., Ji S; Department of Cardiology, Zhongshan Hospital, Xiamen University, Xiamen, Fujian, China., Guo W; Department of Cardiology, Zhongshan Hospital, Xiamen University, Xiamen, Fujian, China., Xue W; Department of Cardiology, Zhongshan Hospital, Xiamen University, Xiamen, Fujian, China., Gao F; Department of Cardiology, Zhongshan Hospital, Xiamen University, Xiamen, Fujian, China.
Source: Frontiers in cardiovascular medicine [Front Cardiovasc Med] 2026 Apr 28; Vol. 13, pp. 1725168. Date of Electronic Publication: 2026 Apr 28 (Print Publication: 2026).
Publication Type: Journal Article
Journal Info: Publisher: Frontiers Media S.A Country of Publication: Switzerland NLM ID: 101653388 Publication Model: eCollection Cited Medium: Print ISSN: 2297-055X (Print) Linking ISSN: 2297055X NLM ISO Abbreviation: Front Cardiovasc Med Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: Development and validation of interpretable machine learning models for predicting stroke in NVAF patients with CHA<subscript>2</subscript>DS<subscript>2</subscript>-VA scores ≤1.
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  Data: <searchLink fieldCode="AU" term="%22Gao+T%22">Gao T</searchLink>; Department of Cardiology, Zhongshan Hospital, Xiamen University, Xiamen, Fujian, China.<br /><searchLink fieldCode="AU" term="%22Zhang+X%22">Zhang X</searchLink>; Department of Endocrinology, West China Xiamen Hospital of Sichuan University, Xiamen, Fujian, China.<br /><searchLink fieldCode="AU" term="%22Ma+T%22">Ma T</searchLink>; Department of Cardiology, Zhongshan Hospital, Xiamen University, Xiamen, Fujian, China.<br /><searchLink fieldCode="AU" term="%22Li+M%22">Li M</searchLink>; Department of Cardiology, Zhongshan Hospital, Xiamen University, Xiamen, Fujian, China.<br /><searchLink fieldCode="AU" term="%22Hou+B%22">Hou B</searchLink>; Department of Cardiology, Zhongshan Hospital, Xiamen University, Xiamen, Fujian, China.<br /><searchLink fieldCode="AU" term="%22Lin+Z%22">Lin Z</searchLink>; The School of Clinical Medicine, Fujian Medical University, Fuzhou, Fujian, China.<br /><searchLink fieldCode="AU" term="%22Cai+J%22">Cai J</searchLink>; Department of Cardiology, Xiamen Haicang Hospital, Xiamen, Fujian, China.<br /><searchLink fieldCode="AU" term="%22Huang+S%22">Huang S</searchLink>; Department of Cardiology, Zhongshan Hospital, Xiamen University, Xiamen, Fujian, China.<br /><searchLink fieldCode="AU" term="%22Liu+X%22">Liu X</searchLink>; Department of Cardiology, Zhongshan Hospital, Xiamen University, Xiamen, Fujian, China.<br /><searchLink fieldCode="AU" term="%22Zhao+Y%22">Zhao Y</searchLink>; Department of Cardiology, Zhongshan Hospital, Xiamen University, Xiamen, Fujian, China.<br /><searchLink fieldCode="AU" term="%22Ji+S%22">Ji S</searchLink>; Department of Cardiology, Zhongshan Hospital, Xiamen University, Xiamen, Fujian, China.<br /><searchLink fieldCode="AU" term="%22Guo+W%22">Guo W</searchLink>; Department of Cardiology, Zhongshan Hospital, Xiamen University, Xiamen, Fujian, China.<br /><searchLink fieldCode="AU" term="%22Xue+W%22">Xue W</searchLink>; Department of Cardiology, Zhongshan Hospital, Xiamen University, Xiamen, Fujian, China.<br /><searchLink fieldCode="AU" term="%22Gao+F%22">Gao F</searchLink>; Department of Cardiology, Zhongshan Hospital, Xiamen University, Xiamen, Fujian, China.
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  Data: <searchLink fieldCode="JN" term="%22101653388%22">Frontiers in cardiovascular medicine</searchLink> [Front Cardiovasc Med] 2026 Apr 28; Vol. 13, pp. 1725168. <i>Date of Electronic Publication: </i>2026 Apr 28 (<i>Print Publication: </i>2026).
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Frontiers+Media+S%2EA%22">Frontiers Media S.A </searchLink><i>Country of Publication: </i>Switzerland <i>NLM ID: </i>101653388 <i>Publication Model: </i>eCollection <i>Cited Medium: </i>Print <i>ISSN: </i>2297-055X (Print) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%222297055X%22">2297055X </searchLink><i>NLM ISO Abbreviation: </i>Front Cardiovasc Med <i>Subsets: </i>PubMed not MEDLINE
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              Text: 2026 Apr 28
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