Prognostic prediction of idiopathic membranous nephropathy using interpretable machine learning

Prognostic prediction of idiopathic membranous nephropathy using interpretable machine learning

Background Established prognostic models of idiopathic membranous nephropathy (IMN) were limited to traditional modeling methods and did not comprehensively consider clinical and pathological patient data. Based on the electronic medical record (EMR) system, machine learning (ML) was used to constru...

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Bibliographic Details
Main Authors: Yanqin Liu, Yuanyue Lu, Wangxing Li, Yanru Wang, Ziting Zhang, Xiaoyu Yang, Yuxuan Yang, Rongshan Li, Xiaoshuang Zhou
Format: Article
Language:English
Published: Taylor & Francis Group 2023-12-01
Series:Renal Failure
Subjects:
Idiopathic membranous nephropathy
electronic medical record
disease prognosis
machine learning
light gradient boosting machine
Online Access:https://www.tandfonline.com/doi/10.1080/0886022X.2023.2251597

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