Applications and challenges of biomarker-based predictive models in proactive health management

Digital technology and artificial intelligence have revolutionized predictive models based on clinical data, creating opportunities for proactive health management. This review systematically evaluates the role and effectiveness of biomarker-driven predictive models across disease detection, persona...

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Bibliographic Details

Published in:	Frontiers in Public Health
Main Authors:	Qiming Zhao, Chen Zhang, Wanxin Zhang, Shengchuan Zhang, Qiyuan Liu, You Guo
Format:	Article
Language:	English
Published:	Frontiers Media S.A. 2025-08-01
Subjects:	proactive health management biomarkers predictive models data heterogeneity public health resources multi-omics integration
Online Access:	https://www.frontiersin.org/articles/10.3389/fpubh.2025.1633487/full