AI-Driven Strategies for Precision Public Health Interventions

Yehao Wang, Zihang Ma, Yue Xing and Bingxin Li

European Journal of Public Health and Environmental Research, 2025, vol. 1, issue 2, 114-126

Abstract: The transition from traditional "one-size-fits-all" public health measures to Precision Public Health (PPH) is necessitated by the "Data-Rich, Information-Poor" (DRIP) syndrome, where massive healthcare data volumes fail to translate into rapid response times. This study proposes an AI-driven framework utilizing a Heterogeneous Data Architecture (HDA) to integrate multi-modal streams, including electronic health records (EHRs), environmental IoT telemetry, and digital phenotyping. To address infectious disease dynamics, a hybrid spatiotemporal model merging SEIR compartmental logic with Long Short-Term Memory (LSTM) networks was developed, achieving a +7-day lead-time advantage and an 80% reduction in transmission velocity. For chronic disease management, an unsupervised clustering approach identified four distinct patient phenotypes, including a critical "Invisible" high-risk group whose clinical markers are borderline but whose environmental stressors predict rapid deterioration. Empirical results demonstrate that while precision interventions incur higher upfront costs per capita, they reduce the "Effective Cost per Successful Outcome" by 33% to 70% across various domains. This framework not only stabilizes the healthcare system capacity Kcap but also provides a proactive blueprint for modernizing public health infrastructure through algorithmic stratification and personalized intervention pathways.

Keywords: Precision Public Health; artificial intelligence; risk stratification; spatiotemporal surveillance; chronic disease management; Heterogeneous Data Architecture (search for similar items in EconPapers)
Date: 2025
References: Add references at CitEc
Citations:

Downloads: (external link)
https://pinnaclepubs.com/index.php/EJPHER/article/view/432/433 (application/pdf)

Related works:
This item may be available elsewhere in EconPapers: Search for items with the same title.

Export reference: BibTeX RIS (EndNote, ProCite, RefMan) HTML/Text

Persistent link: https://EconPapers.repec.org/RePEc:dba:ejpher:v:1:y:2025:i:2:p:114-126

Access Statistics for this article

More articles in European Journal of Public Health and Environmental Research from Pinnacle Academic Press
Bibliographic data for series maintained by Joseph Clark ().