ArticleJournal of medical systems2018
Medical Big Data Warehouse: Architecture and System Design, a Case Study: Improving Healthcare Resources Distribution.
Article in Journal of medical systems, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers, 1 of them a synthesis that pooled it.
What it found
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The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
14 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Decision-Making based on Big Data Analytics for People Management in Healthcare Organizations.Journal of medical systems · 2019Pooled it
- Streamlining electronic medical record data extraction and validation in digital hospitals: A systematic review to identify optimal approaches and methods.Learning health systems · 2025Article
- Enhancing Clinical Data Infrastructure for AI Research: Comparative Evaluation of Data Management Architectures.Journal of medical Internet research · 2025Article
- Review of open-source software for developing heterogeneous data management systems for bioinformatics applications.Bioinformatics advances · 2025Review
- Building a healthcare data warehouse: considerations, opportunities, and challenges.Frontiers in digital health · 2025Review
- How does construction of the healthcare data center affect the health of older adults?evidence from China.Frontiers in medicine · 2025Article
- Systematic analysis of healthcare big data analytics for efficient care and disease diagnosing.Scientific reports · 2022Article
- Application Effect Analysis of Operating Room Detailed Nursing Based on Medical Big Data in Patients Undergoing Gastrointestinal Tumor Surgery.Journal of healthcare engineering · 2022Article
- Intelligent Decision-Support System for Epidemiological Diagnostics. I. A Concept of Architecture Design.Cybernetics and systems analysis · 2022Article
- Sports Economic Mining Algorithm Based on Association Analysis and Big Data Model.Computational intelligence and neuroscience · 2022Article
- Investigation of Influencing Factors on the Prevalence of Retinopathy in Diabetic Patients Based on Medical Big Data.Computational and mathematical methods in medicine · 2022Article
- IoMT Platform for Pervasive Healthcare Data Aggregation, Processing, and Sharing Based on OneM2M and OpenEHR.Sensors (Basel, Switzerland) · 2019Article
- Big data in IBD: a look into the future.Nature reviews. Gastroenterology & hepatology · 2019Review
- Prediction of Hemodialysis Timing Based on LVW Feature Selection and Ensemble Learning.Journal of medical systems · 2018Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
Abstract
The huge increases in medical devices and clinical applications which generate enormous data have raised a big issue in managing, processing, and mining this massive amount of data. Indeed, traditional data warehousing frameworks can not be effective when managing the volume, variety, and velocity of current medical applications. As a result, several data warehouses face many issues over medical data and many challenges need to be addressed. New solutions have emerged and Hadoop is one of the best examples, it can be used to process these streams of medical data. However, without an efficient system design and architecture, these performances will not be significant and valuable for medical managers. In this paper, we provide a short review of the literature about research issues of traditional data warehouses and we present some important Hadoop-based data warehouses. In addition, a Hadoop-based architecture and a conceptual data model for designing medical Big Data warehouse are given. In our case study, we provide implementation detail of big data warehouse based on the proposed architecture and data model in the Apache Hadoop platform to ensure an optimal allocation of health resources.
Indexed as
Identifiers
29460090What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.