Predictive value of machine learning for the progression of gestational diabetes mellitus to type 2 diabetes: a systematic review and meta-analysis

Predictive value of machine learning for the progression of gestational diabetes mellitus to type 2 diabetes: a systematic review and meta-analysis

Abstract Background This systematic review aims to explore the early predictive value of machine learning (ML) models for the progression of gestational diabetes mellitus (GDM) to type 2 diabetes mellitus (T2DM). Methods A comprehensive and systematic search was conducted in Pubmed, Cochrane, Embase...

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Bibliographic Details
Main Authors: Meng Zhao, Zhixin Yao, Yan Zhang, Lidan Ma, Wenquan Pang, Shuyin Ma, Yijun Xu, Lili Wei
Format: Article
Language:English
Published: BMC 2025-01-01
Series:BMC Medical Informatics and Decision Making
Subjects:
Clinical prediction model
Gestational diabetes mellitus
Machine learning
Type 2 diabetes mellitus
Systematic review
Online Access:https://doi.org/10.1186/s12911-024-02848-x
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https://doi.org/10.1186/s12911-024-02848-x

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