Stratification of diabetes in the context of comorbidities, using representation learning and topological data analysis

Abstract Diabetes is a heterogenous, multimorbid disorder with a large variation in manifestations, trajectories, and outcomes. The aim of this study is to validate a novel machine learning method for the phenotyping of diabetes in the context of comorbidities. Data from 9967 multimorbid patients wi...

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Bibliographic Details
Main Authors: Malgorzata Wamil, Abdelaali Hassaine, Shishir Rao, Yikuan Li, Mohammad Mamouei, Dexter Canoy, Milad Nazarzadeh, Zeinab Bidel, Emma Copland, Kazem Rahimi, Gholamreza Salimi-Khorshidi
Format: Article
Language:English
Published: Nature Portfolio 2023-07-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-023-38251-1