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Identification of cardiovascular disease in patients with kidney stone disease using explainable machine learning.

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Title: Identification of cardiovascular disease in patients with kidney stone disease using explainable machine learning.
Authors: Yang Q; Department of Urology, The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China., Luo N; Shantou University Medical College, Shantou, Guangdong, China.; Department of Psychiatry, Shantou University Mental Health Center, Shantou, Guangdong, China., Lin H; Department of Urology, The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China.; Shantou University Medical College, Shantou, Guangdong, China., Chen H; Department of Thyroid, Breast and Hernia Surgery, General Surgery, The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China., Tang H; Shantou University Medical College, Shantou, Guangdong, China.; Department of Cardiology, The First Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China., Huang J; Shantou University Medical College, Shantou, Guangdong, China.; Department of Sports Medicine and Rehabilitation, Peking University Shenzhen Hospital, Shenzhen, Guangdong, China., Zhang X; Shantou University Medical College, Shantou, Guangdong, China.; Department of Bone & Joint Surgery, Peking University Shenzhen Hospital, Shenzhen, Guangdong, China., Liao W; Department of Urology, The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China., Lin Y; Department of Urology, The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China., Liu Z; Department of Urology, The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China., Sui X; Department of Pathogenic Biology, Shantou University Medical College, Shantou, Guangdong, China., Yang Q; Department of Urology, The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China., Hou G; Department of Urology, The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China.
Source: Frontiers in cardiovascular medicine [Front Cardiovasc Med] 2026 May 29; Vol. 13, pp. 1696079. Date of Electronic Publication: 2026 May 29 (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: <searchLink fieldCode="AU" term="%22Yang+Q%22">Yang Q</searchLink>; Department of Urology, The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China.<br /><searchLink fieldCode="AU" term="%22Luo+N%22">Luo N</searchLink>; Shantou University Medical College, Shantou, Guangdong, China.; Department of Psychiatry, Shantou University Mental Health Center, Shantou, Guangdong, China.<br /><searchLink fieldCode="AU" term="%22Lin+H%22">Lin H</searchLink>; Department of Urology, The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China.; Shantou University Medical College, Shantou, Guangdong, China.<br /><searchLink fieldCode="AU" term="%22Chen+H%22">Chen H</searchLink>; Department of Thyroid, Breast and Hernia Surgery, General Surgery, The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China.<br /><searchLink fieldCode="AU" term="%22Tang+H%22">Tang H</searchLink>; Shantou University Medical College, Shantou, Guangdong, China.; Department of Cardiology, The First Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China.<br /><searchLink fieldCode="AU" term="%22Huang+J%22">Huang J</searchLink>; Shantou University Medical College, Shantou, Guangdong, China.; Department of Sports Medicine and Rehabilitation, Peking University Shenzhen Hospital, Shenzhen, Guangdong, China.<br /><searchLink fieldCode="AU" term="%22Zhang+X%22">Zhang X</searchLink>; Shantou University Medical College, Shantou, Guangdong, China.; Department of Bone & Joint Surgery, Peking University Shenzhen Hospital, Shenzhen, Guangdong, China.<br /><searchLink fieldCode="AU" term="%22Liao+W%22">Liao W</searchLink>; Department of Urology, The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China.<br /><searchLink fieldCode="AU" term="%22Lin+Y%22">Lin Y</searchLink>; Department of Urology, The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China.<br /><searchLink fieldCode="AU" term="%22Liu+Z%22">Liu Z</searchLink>; Department of Urology, The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China.<br /><searchLink fieldCode="AU" term="%22Sui+X%22">Sui X</searchLink>; Department of Pathogenic Biology, Shantou University Medical College, Shantou, Guangdong, China.<br /><searchLink fieldCode="AU" term="%22Yang+Q%22">Yang Q</searchLink>; Department of Urology, The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China.<br /><searchLink fieldCode="AU" term="%22Hou+G%22">Hou G</searchLink>; Department of Urology, The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China.
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  Data: <searchLink fieldCode="JN" term="%22101653388%22">Frontiers in cardiovascular medicine</searchLink> [Front Cardiovasc Med] 2026 May 29; Vol. 13, pp. 1696079. <i>Date of Electronic Publication: </i>2026 May 29 (<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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