Personal Health Data Integration and Intelligence through Semantic Web and Blockchain Technologies

📅 2026-03-02
📈 Citations: 0
Influential: 0
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🤖 AI Summary
Healthcare data remain fragmented, non-standardized, and challenging to share securely, particularly observations of daily living (ODL) generated by personal health devices, which are rarely integrated into electronic health records (EHRs). This work proposes the first decentralized health data integration framework that deeply combines semantic web technologies with blockchain. Heterogeneous ODL data are standardized into RDF/OWL representations using FHIR-compliant semantic templates, while decentralized identifiers and smart contracts enable trusted, cross-device and cross-institutional data exchange with fine-grained access control. The system is EHR-vendor-neutral and supports automated patient data collection, semantic interoperability, and secure sharing, thereby delivering critical clinical insights for chronic disease management that are otherwise inaccessible through conventional care models.

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📝 Abstract
Data integration among various stakeholders in the healthcare space remains a challenge, despite the impressive advances in Health AI in the past decade. There is a lot of ``messy'' non-standard but structured data that are continually being collected from personal health devices. While efforts such as the Fast Healthcare Interoperability of Resources (FHIR) are underway in standardizing the data representation formats, there is currently a gap in the standard in addressing the health data ecosystem's decentralized nature. As we see explosive growth in chronic diseases such as diabetes, healthcare providers need Observations of Daily Living (ODL) of their patients to treat them effectively. The best way to obtain ODL is through personal health devices. However, such devices are manufactured by various device makers, and they may not follow standards or integrate with existing Electronic Health Record (EHR) systems. It is also imperative that any data sharing that happens will occur in a secure and trustworthy environment, without being too restrictive, i.e., tied to a particular EHR vendor. This paper presents a scalable solution to bridge this gap using a system that implements semantic web and blockchain technologies. Our solution uses FHIR compliant semantic web based data templates in conjunction with smart contracts on the blockchain to provide healthcare providers with insights on their patients' daily activity that cannot be readily determined solely through patient encounters at the clinic.
Problem

Research questions and friction points this paper is trying to address.

Health Data Integration
Interoperability
Decentralized Health Ecosystem
Observations of Daily Living
Personal Health Devices
Innovation

Methods, ideas, or system contributions that make the work stand out.

Semantic Web
Blockchain
FHIR
Smart Contracts
Health Data Interoperability
Oshani Seneviratne
Oshani Seneviratne
Rensselaer Polytechnic Institute
Knowledge GraphsWeb ScienceBlockchainHealth InformaticsFinTech
M
Manan Shukla
Rensselaer Polytechnic Institute, Troy, New York, USA
J
Jianjing Lin
Rensselaer Polytechnic Institute, Troy, New York, USA