Unsupervised machine learning identifies clinically relevant patterns of CSF dynamic dysfunction in normal pressure hydrocephalus Article Swipe
Emanuele Camerucci
,
Petrice M. Cogswell
,
Jeffrey L. Gunter
,
Matthew L. Senjem
,
Matthew C. Murphy
,
Jonathan Graff-Radford
,
Ignacio Jusué-Torres
,
David T. Jones
,
Jeremy K. Cutsforth‐Gregory
,
Benjamin D. Elder
,
Clifford R. Jack
,
John Huston
,
Hugo Botha
·
YOU?
·
· 2025
· Open Access
·
· DOI: https://doi.org/10.1016/j.clineuro.2025.109162
YOU?
·
· 2025
· Open Access
·
· DOI: https://doi.org/10.1016/j.clineuro.2025.109162
NMF-generated patterns of CSF distribution showed high accuracy in discerning individuals with iNPH from controls. The patterns most relying on DESH features showed highest potential for independently predicting NPH diagnosis. The algorithm we proposed should not be perceived as a replacement for human expertise but rather as an additional tool to assist clinicians in achieving accurate diagnoses.
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- OA Status
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https://openalex.org/W4414267274Canonical identifier for this work in OpenAlex
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https://doi.org/10.1016/j.clineuro.2025.109162Digital Object Identifier
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Unsupervised machine learning identifies clinically relevant patterns of CSF dynamic dysfunction in normal pressure hydrocephalusWork title
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articleOpenAlex work type
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enPrimary language
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2025Year of publication
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2025-09-16Full publication date if available
- Authors
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Emanuele Camerucci, Petrice M. Cogswell, Jeffrey L. Gunter, Matthew L. Senjem, Matthew C. Murphy, Jonathan Graff-Radford, Ignacio Jusué-Torres, David T. Jones, Jeremy K. Cutsforth‐Gregory, Benjamin D. Elder, Clifford R. Jack, John Huston, Hugo BothaList of authors in order
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https://doi.org/10.1016/j.clineuro.2025.109162Publisher landing page
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YesWhether a free full text is available
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hybridOpen access status per OpenAlex
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https://doi.org/10.1016/j.clineuro.2025.109162Direct OA link when available
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0Total citation count in OpenAlex
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24Number of works referenced by this work
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