ArticleJournal of the American Medical Informatics Association : JAMIA
A unified structural/terminological interoperability framework based on LexEVS: application to TRANSFoRm.
Article in Journal of the American Medical Informatics Association : JAMIA. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 papers, 1 of them a synthesis that pooled it.
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Who cites it
17 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Functional Requirements for Medical Data Integration into Knowledge Management Environments: Requirements Elicitation Approach Based on Systematic Literature Analysis.Journal of medical Internet research · 2023Pooled it
- SynEL: A synthetic benchmark for entity linking.PloS one · 2026Article
- Improving the Quality and Utility of Electronic Health Record Data through Ontologies.Standards (Basel, Switzerland) · 2023Article
- The Prescription of Drug Ontology 2.0 (PDRO): More Than the Sum of Its Parts.International journal of environmental research and public health · 2021Article
- The TRANSFoRm project: Experience and lessons learned regarding functional and interoperability requirements to support primary care.Learning health systems · 2018Article
- Requirements and validation of a prototype learning health system for clinical diagnosis.Learning health systems · 2017Article
- Embedding data provenance into the Learning Health System to facilitate reproducible research.Learning health systems · 2017Article
- Computer-Aided Clinical Trial Recruitment Based on Domain-Specific Language Translation: A Case Study of Retinopathy of Prematurity.Journal of healthcare engineering · 2017Article
- An Interoperability Platform Enabling Reuse of Electronic Health Records for Signal Verification Studies.BioMed research international · 2016Article
- Big Data: the challenge for small research groups in the era of cancer genomics.British journal of cancer · 2015Review
- Translational Medicine and Patient Safety in Europe: TRANSFoRm--Architecture for the Learning Health System in Europe.BioMed research international · 2015Article
- A Multistep Maturity Model for the Implementation of Electronic and Computable Diagnostic Clinical Prediction Rules (eCPRs).EGEMS (Washington, DC) · 2015Article
- Article
- Extension of the primary care research object model (PCROM) as clinical research information model (CRIM) for the "learning healthcare system".BMC medical informatics and decision making · 2014Article
- Getting real in clinical trials.Nature reviews. Drug discovery · 2014Article
- Detailed clinical modelling approach to data extraction from heterogeneous data sources for clinical research.AMIA Joint Summits on Translational Science proceedings. AMIA Joint Summits on Translational Science · 2014Article
- OWL model of clinical trial eligibility criteria compatible with partially-known information.Journal of biomedical semantics · 2013Article
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Authors and funding
9 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
objectiveBiomedical research increasingly relies on the integration of information from multiple heterogeneous data sources. Despite the fact that structural and terminological aspects of interoperability are interdependent and rely on a common set of requirements, current efforts typically address them in isolation. We propose a unified ontology-based knowledge framework to facilitate interoperability between heterogeneous sources, and investigate if using the LexEVS terminology server is a viable implementation method. MATERIALS AND
methodsWe developed a framework based on an ontology, the general information model (GIM), to unify structural models and terminologies, together with relevant mapping sets. This allowed a uniform access to these resources within LexEVS to facilitate interoperability by various components and data sources from implementing architectures.
resultsOur unified framework has been tested in the context of the EU Framework Program 7 TRANSFoRm project, where it was used to achieve data integration in a retrospective diabetes cohort study. The GIM was successfully instantiated in TRANSFoRm as the clinical data integration model, and necessary mappings were created to support effective information retrieval for software tools in the project.
conclusionsWe present a novel, unifying approach to address interoperability challenges in heterogeneous data sources, by representing structural and semantic models in one framework. Systems using this architecture can rely solely on the GIM that abstracts over both the structure and coding. Information models, terminologies and mappings are all stored in LexEVS and can be accessed in a uniform manner (implementing the HL7 CTS2 service functional model). The system is flexible and should reduce the effort needed from data sources personnel for implementing and managing the integration.
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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.