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Development of a clinical prediction model for inflammatory biomarkers and enlarged basal ganglia perivascular spaces using SHAP analysis: feature selection and model interpretation.

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Title: Development of a clinical prediction model for inflammatory biomarkers and enlarged basal ganglia perivascular spaces using SHAP analysis: feature selection and model interpretation.
Authors: Lv J; Department of Neurology, The First Affiliated Hospital of Baotou Medical College, Baotou, China., Gao D; Department of Neurology, The First Affiliated Hospital of Baotou Medical College, Baotou, China., Yong W; Department of Neurology, The First Affiliated Hospital of Baotou Medical College, Baotou, China., Yu W; Department of Neurology, The First Affiliated Hospital of Baotou Medical College, Baotou, China., Wang L; Department of Neurology, The First Affiliated Hospital of Baotou Medical College, Baotou, China., Ma S; Department of Neurology, The First Affiliated Hospital of Baotou Medical College, Baotou, China., Li H; Baogang Hospital of Inner Mongolia, Baotou, China., Zhang S; Department of Neurology, The First Affiliated Hospital of Baotou Medical College, Baotou, China., Guo Z; Department of Neurology, The First Affiliated Hospital of Baotou Medical College, Baotou, China., Yan H; Department of Neurology, The First Affiliated Hospital of Baotou Medical College, Baotou, China., Ju Z; Department of Neurology, The First Affiliated Hospital of Baotou Medical College, Baotou, China., Liu Y; Department of Neurology, The First Affiliated Hospital of Baotou Medical College, Baotou, China., Wu L; Department of Neurology, The First Affiliated Hospital of Baotou Medical College, Baotou, China., Guo X; Department of Neurology, The First Affiliated Hospital of Baotou Medical College, Baotou, China.
Source: Frontiers in neurology [Front Neurol] 2026 Jan 02; Vol. 16, pp. 1665841. Date of Electronic Publication: 2026 Jan 02 (Print Publication: 2025).
Publication Type: Journal Article
Journal Info: Publisher: Frontiers Research Foundation Country of Publication: Switzerland NLM ID: 101546899 Publication Model: eCollection Cited Medium: Print ISSN: 1664-2295 (Print) Linking ISSN: 16642295 NLM ISO Abbreviation: Front Neurol Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Lv+J%22">Lv J</searchLink>; Department of Neurology, The First Affiliated Hospital of Baotou Medical College, Baotou, China.<br /><searchLink fieldCode="AU" term="%22Gao+D%22">Gao D</searchLink>; Department of Neurology, The First Affiliated Hospital of Baotou Medical College, Baotou, China.<br /><searchLink fieldCode="AU" term="%22Yong+W%22">Yong W</searchLink>; Department of Neurology, The First Affiliated Hospital of Baotou Medical College, Baotou, China.<br /><searchLink fieldCode="AU" term="%22Yu+W%22">Yu W</searchLink>; Department of Neurology, The First Affiliated Hospital of Baotou Medical College, Baotou, China.<br /><searchLink fieldCode="AU" term="%22Wang+L%22">Wang L</searchLink>; Department of Neurology, The First Affiliated Hospital of Baotou Medical College, Baotou, China.<br /><searchLink fieldCode="AU" term="%22Ma+S%22">Ma S</searchLink>; Department of Neurology, The First Affiliated Hospital of Baotou Medical College, Baotou, China.<br /><searchLink fieldCode="AU" term="%22Li+H%22">Li H</searchLink>; Baogang Hospital of Inner Mongolia, Baotou, China.<br /><searchLink fieldCode="AU" term="%22Zhang+S%22">Zhang S</searchLink>; Department of Neurology, The First Affiliated Hospital of Baotou Medical College, Baotou, China.<br /><searchLink fieldCode="AU" term="%22Guo+Z%22">Guo Z</searchLink>; Department of Neurology, The First Affiliated Hospital of Baotou Medical College, Baotou, China.<br /><searchLink fieldCode="AU" term="%22Yan+H%22">Yan H</searchLink>; Department of Neurology, The First Affiliated Hospital of Baotou Medical College, Baotou, China.<br /><searchLink fieldCode="AU" term="%22Ju+Z%22">Ju Z</searchLink>; Department of Neurology, The First Affiliated Hospital of Baotou Medical College, Baotou, China.<br /><searchLink fieldCode="AU" term="%22Liu+Y%22">Liu Y</searchLink>; Department of Neurology, The First Affiliated Hospital of Baotou Medical College, Baotou, China.<br /><searchLink fieldCode="AU" term="%22Wu+L%22">Wu L</searchLink>; Department of Neurology, The First Affiliated Hospital of Baotou Medical College, Baotou, China.<br /><searchLink fieldCode="AU" term="%22Guo+X%22">Guo X</searchLink>; Department of Neurology, The First Affiliated Hospital of Baotou Medical College, Baotou, China.
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  Data: <searchLink fieldCode="JN" term="%22101546899%22">Frontiers in neurology</searchLink> [Front Neurol] 2026 Jan 02; Vol. 16, pp. 1665841. <i>Date of Electronic Publication: </i>2026 Jan 02 (<i>Print Publication: </i>2025).
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Frontiers+Research+Foundation%22">Frontiers Research Foundation </searchLink><i>Country of Publication: </i>Switzerland <i>NLM ID: </i>101546899 <i>Publication Model: </i>eCollection <i>Cited Medium: </i>Print <i>ISSN: </i>1664-2295 (Print) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2216642295%22">16642295 </searchLink><i>NLM ISO Abbreviation: </i>Front Neurol <i>Subsets: </i>PubMed not MEDLINE
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