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Integrating Healthcare Data for Enhanced Citizen-Centred Care and Analytics.
Juliana K F Bowles1, Juan Mendoza-Santana1, Andreas F Vermeulen1
1School of Computer Science, University of St Andrews, UK.
This study proposes a novel healthcare data lake to integrate diverse data sources, enabling big data analytics for personalized treatments. Secure blockchain solutions and privacy-preserving methods ensure safe data sharing and enhanced citizen-centered care across Europe.
Area of Science:
- Health Informatics
- Data Science
- Blockchain Technology
Background:
- Healthcare systems face challenges integrating diverse data from new devices and sources.
- A significant gap exists between data collection, storage systems, and big data analytics capabilities.
- Personalized medicine and improved treatments require effective data integration and analysis.
Purpose of the Study:
- To present a novel approach for integrating multi-source, multi-format healthcare data.
- To establish a structured healthcare data lake with zones for data refinement (raw to curated).
- To develop secure and privacy-preserving methods for healthcare data integration and analytics.
Main Methods:
- Implementation of a multi-zone healthcare data lake for progressive data refinement.
- Utilizing blockchain technology for secure, patient-centric data sharing agreements (smart contracts).
- Developing novel privacy-preserving techniques for metadata extraction from unstructured and semi-structured data.
Main Results:
- A framework for uniform data structuring within a healthcare data lake.
- Demonstration of secure data sharing mechanisms using blockchain.
- Advancement in privacy-preserving metadata extraction from complex data sources.
Conclusions:
- The proposed data lake approach facilitates big data analytics for enhanced healthcare.
- Blockchain and privacy-preserving methods are crucial for secure and effective healthcare data integration.
- This work contributes to the EU's goal of integrated healthcare data for citizen-centered care and analytics.
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