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Machine Learning Consensus Clustering of Hospitalized Patients with Admission Hyponatremia

Background: The objective of this study was to characterize patients with hyponatremia at hospital admission into clusters using an unsupervised machine learning approach, and to evaluate the short- and long-term mortality risk among these distinct clusters. Methods: We performed consensus cluster a...

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Detalles Bibliográficos
Autores principales: Thongprayoon, Charat, Hansrivijit, Panupong, Mao, Michael A., Vaitla, Pradeep K., Kattah, Andrea G., Pattharanitima, Pattharawin, Vallabhajosyula, Saraschandra, Nissaisorakarn, Voravech, Petnak, Tananchai, Keddis, Mira T., Erickson, Stephen B., Dillon, John J., Garovic, Vesna D., Cheungpasitporn, Wisit
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8395840/
https://www.ncbi.nlm.nih.gov/pubmed/34449583
http://dx.doi.org/10.3390/diseases9030054