A data-driven AI framework for personalized diagnosis, prognosis, and therapeutic optimization in chronic disease management using multimodal big data analytics

Experimental evaluations on large-scale multimodal datasets demonstrate superior performance in outcome prediction accuracy, intervention personalization, and trajectory alignment, underscoring the practical applicability of the system in chronic care settings. By combining patient-specific temporal modeling with adaptive therapeutic recalibration, this framework represents a significant advancement toward scalable, intelligent, and individualized chronic disease management leveraging AI and big data infrastructures.

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Publication Details

Journal
Frontiers in Molecular Biosciences
Published
2026-02-13
DOI
https://doi.org/10.3389/fmolb.2025.1689168
Primary Topic
Machine Learning in Healthcare
Type
article
Field-Weighted Citation Impact
0.00
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article

A data-driven AI framework for personalized diagnosis, prognosis, and therapeutic optimization in chronic disease management using multimodal big data analytics

Qi Cai, Zhujin Song, Yu Zhang
Frontiers in Molecular Biosciences
Machine Learning in Healthcare
article

A data-driven AI framework for personalized diagnosis, prognosis, and therapeutic optimization in chronic disease management using multimodal big data analytics

Qi Cai, Zhujin Song, Yu Zhang
article en

Abstract

Experimental evaluations on large-scale multimodal datasets demonstrate superior performance in outcome prediction accuracy, intervention personalization, and trajectory alignment, underscoring the practical applicability of the system in chronic care settings. By combining patient-specific temporal modeling with adaptive therapeutic recalibration, this framework represents a significant advancement toward scalable, intelligent, and individualized chronic disease management leveraging AI and big data infrastructures.

Frontiers in Molecular BiosciencesVol. 12
Zhejiang International Studies University (CN), Artificial Intelligence in Medicine (Canada) (CA)
Peace, Justice and strong institutions
Openalex Percentile: Top 58%
Machine Learning in Healthcare
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