Importance analysis of psychosociological variables in frailty syndrome in heart failure patients using machine learning approach

Abstract The prevention and diagnosis of frailty syndrome (FS) in cardiac patients requires innovative systems to support medical personnel, patient adherence, and self-care behavior. To do so, modern medicine uses a supervised machine learning approach (ML) to study the psychosocial domains of frai...

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Bibliographic Details
Main Authors: Aleksandra Helena Pasieczna, Remigiusz Szczepanowski, Janusz Sobecki, Radosław Katarzyniak, Izabella Uchmanowicz, Robbert J. J. Gobbens, Aleksander Kahsin, Anant Dixit
Format: Article
Language:English
Published: Nature Portfolio 2023-05-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-023-35037-3