Identifying key multi-modal predictors of incipient dementia in Parkinson’s disease: a machine learning analysis and Tree SHAP interpretation

BACKGROUND: Persons with Parkinson’s disease (PD) differentially progress to cognitive impairment and dementia. With a 3-year longitudinal sample of initially non-demented PD patients measured on multiple dementia risk factors, we demonstrate that machine learning classifier algorithms can be combin...

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Detalles Bibliográficos
Autores principales: McFall, G. Peggy, Bohn, Linzy, Gee, Myrlene, Drouin, Shannon M., Fah, Harrison, Han, Wei, Li, Liang, Camicioli, Richard, Dixon, Roger A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Neuroscience
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10347530/
https://www.ncbi.nlm.nih.gov/pubmed/37455938
http://dx.doi.org/10.3389/fnagi.2023.1124232

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10347530/
https://www.ncbi.nlm.nih.gov/pubmed/37455938
http://dx.doi.org/10.3389/fnagi.2023.1124232

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