Semantic Interoperability and Data Mapping in EHR Systems
Open accessAbstract
We present our preliminary research work intended to lay the foundation for providing a cost effective, secure and reliable system for real time clinical data acquisition required for analysis. We identify a specific problem, namely the need to achieve interoperability by applying a standards based data modeling approach to achieve a common platform that serves to improve the health data mapping of unstructured data and addresses ambiguity issues when dealing with health data from heterogeneous systems. We propose an original algorithm directed at mapping unstructured data and performing semantic integration to form a uniform interoperable system. In order to achieve this, efficient data modeling techniques are introduced for improving data storage and extraction, as demonstrated by our preliminary results.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
In the reviewed literature, interoperability was more at the semantic level.
“Based on results, Interoperability was more at the semantic level.”
From Interoperability of heterogeneous health information systems: a systematic literature review (2023) · cites this paper as [25]
Cites
Evaluating the quality of medical care
DONABEDIAN, A. (2005) · The Milbank Quarterly · doi:10.1111/j.1468-0009.2005.00397.x · Cited by 6,102 · see citing works
Rdf vocabulary description language 1.0 : Rdf schema
Brickley, D. (2004) · Medical Entomology and Zoology · Cited by 1,428 · see citing works
Häyrinen, K., Saranto, K., & Nykänen, P. (2008) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2007.09.001 · Cited by 1,303 · see citing works
Weiskopf, N. G., & Weng, C. (2013) · Journal of the American Medical Informatics Association · doi:10.1136/amiajnl-2011-000681 · Cited by 1,216 · cited 2× · see citing works
“1: Terms to describe 5 common dimensions [54] .”
BackgroundLOINC, a Universal Standard for Identifying Laboratory Observations: A 5-Year Update
McDonald, C. J., Huff, S. M., Suico, J. G., Hill, G., Leavelle, D., Aller, R., Forrey, A., Mercer, K., DeMoor, G., Hook, J., et al. (2003) · Clinical Chemistry · doi:10.1373/49.4.624 · Cited by 579 · see citing works
The Barriers to Electronic Medical Record Systems and How to Overcome Them
McDonald, C. J. (1997) · Journal of the American Medical Informatics Association · doi:10.1136/jamia.1997.0040213 · Cited by 378 · see citing works
A survey and analysis of Electronic Healthcare Record standards
Eichelberg, M., Aden, T., Riesmeier, J., Doğaç, A., & Ertürkmen, G. B. L. (2005) · ACM Computing Surveys · doi:10.1145/1118890.1118891 · Cited by 323 · see citing works
Semantic interoperability in global information systems
Ouksel, A. M., & Sheth, A. (1999) · ACM SIGMOD Record · doi:10.1145/309844.309849 · Cited by 229 · see citing works
Organization of Heterogeneous Scientific Data Using the EAV/CR Representation
Nadkarni, P., Marenco, L. N., Chen, R., Skoufos, E., Shepherd, G. M., & Miller, P. L. (1999) · Journal of the American Medical Informatics Association · doi:10.1136/jamia.1999.0060478 · Cited by 208 · see citing works
Beeler, G. W. (1998) · International Journal of Medical Informatics · doi:10.1016/s1386-5056(97)00121-4 · Cited by 119 · see citing works
Managing Semantic Heterogeneity with Production Rules and Persistent Queues
Ceri, S., & Widom, J. (1993) · Cited by 102 · see citing works
Why Standards Are Not Enough to Guarantee End-to-End Interoperability
Lewis, G. A., Morris, E. J., Simanta, S., et al. (2008) · doi:10.1109/iccbss.2008.25 · Cited by 88 · see citing works
Health care in the information society
Safran, C. (2002) · International Journal of Medical Informatics · doi:10.1016/s1386-5056(02)00031-x · Cited by 61 · see citing works
Coordinating context building in heterogeneous information systems
Ouksel, A. M., & Naiman, C. F. (1994) · Journal of Intelligent Information Systems · doi:10.1007/bf00962977 · Cited by 58 · see citing works
Research needs and priorities in health informatics
Brender, J., Nøhr, C., & McNair, P. (2000) · International Journal of Medical Informatics · doi:10.1016/s1386-5056(00)00092-7 · Cited by 56 · see citing works
MetaNet: a metadata term thesaurus to enable semantic interoperability between metadata domains
Hunter, J. (2001) · Cited by 50 · see citing works
Using Web service technologies to create an information broker: an experience report
Turner, M., Zhu, F., Kotsiopoulos, I., et al. (2004) · doi:10.5555/998675.999459 · Cited by 43 · see citing works
Guo, J., Takada, A., Tanaka, K., Sato, J., Suzuki, M., Suzuki, T., Nakashima, Y., Araki, K., & Yoshihara, H. (2004) · Journal of Medical Systems · doi:10.1023/b:joms.0000044955.51844.c3 · Cited by 33 · see citing works
OpenSDE: Row Modeling Applied to Generic Structured Data Entry
Los, R. K. (2003) · Journal of the American Medical Informatics Association · doi:10.1197/jamia.m1375 · Cited by 30 · see citing works
Medical Markup Language (MML) for XML-based Hospital Information Interchange
Araki, K., Ohashi, K., Yamazaki, S., et al. (2000) · Journal of Medical Systems · doi:10.1023/a:1005595727426 · Cited by 28 · see citing works
Ryan, A., & Eklund, P. (2008) · PubMed · Cited by 28 · see citing works
A Vision of Health Care and Informatics in 2008
Collen, M. F. (1999) · Journal of the American Medical Informatics Association · doi:10.1136/jamia.1999.0060001 · Cited by 18 · see citing works
Ryan, A., Eklund, P., & Esler, B. (2007) · PubMed · Cited by 15 · see citing works
Addressing interoperability in e-health: an Australian approach
Milosevic, Z. (2006) · IEEE International Enterprise Distributed Object Computing Conference Workshops (EDOCW) · doi:10.1109/edocw.2006.17 · Cited by 9 · see citing works
A COMPARISON OF THE RELATIONAL DATABASE MODEL AND THE ASSOCIATIVE DATABASE MODEL
(2009) · Issues in Information Systems · doi:10.48009/1_iis_2009_208-213 · Cited by 8 · see citing works
A distributed, service-based framework for knowledge applications with multimedia
Dupplaw, D., Dasmahapatra, S., Hu, B., et al. (2009) · ACM Transactions on Information Systems · doi:10.1145/1629096.1629100 · Cited by 8 · see citing works
A framework for interoperable healthcare information systems
Kumar, C. S., Rao, C. V. G., & Govardhan, A. (2010) · International Conference on Computer Information Systems and Industrial Management Applications (CISIM) · doi:10.1109/cisim.2010.5643522 · Cited by 7 · see citing works
NewsInstaMiner: Enriching News Article Using Instagram
Thakur, M., Patel, D., Kumar, S., & Barua, J. (2014) · Lecture notes in computer science · doi:10.1007/978-3-319-13820-6_16 · Cited by 6 · see citing works
EXTRACTION AND TRANSFORMATION OF DATA FROM SEMI-STRUCTURED TEXT FILES USING A DECLARATIVE APPROACH
Raminhos, R., & Moura-Pires, J. (2007) · International Conference on Enterprise Information Systems · doi:10.5220/0002364201990205 · Cited by 5 · see citing works
Semantic Model Based Heterogeneous Databases Integration Platform
Zhao, H., Zhang, S., Zhou, J., et al. (2007) · doi:10.1109/icnc.2007.656 · Cited by 5 · see citing works
Designing Privacy for Scalable Electronic Healthcare Linkage
Stell, A., Sinnott, R., Ajayi, O., et al. (2009) · doi:10.1109/cse.2009.323 · Cited by 4 · see citing works
Grechenig, T., Tappeiner, B., & Wujciow, A. (2008) · doi:10.1109/health.2008.4600126 · Cited by 3 · see citing works
Collaborative software architectures for interactive biomedical applications
Ramos, A. T. (2007) · Cited by 2 · see citing works
An informal method for identifying standards to enable meaningful exchange of public health records
Rao, R. R., & Makkithaya, K. (2013) · International Conference on Advances in Computing, Communications and Informatics (ICACCI) · doi:10.1109/icacci.2013.6637495 · Cited by 1 · see citing works
Liu, J. (2012) · NORA - Norwegian Open Research Archives · Cited by 1 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Interoperability of heterogeneous health information systems: a systematic literature review
Torab-Miandoab, A., Samad-Soltani, T., Jodati, A., & Rezaei-Hachesu, P. (2023) · BMC Medical Informatics and Decision Making · doi:10.1186/s12911-023-02115-5 · Cited by 393 · see citing works
- Authors
- Janaswamy, S., & Kent, R. D.
- Affiliations
- University of Windsor (CA)
- Venue
- 2016 IEEE 6th International Conference on Advanced Computing (IACC)
- Publisher
- IEEE
- Published
- 2016-02
- Pages
- 117-122
- OpenAlex
- W2511207473
- Cited by
- 11
- References
- 36
- Citations by year
- 2024: 1 · 2023: 1 · 2022: 2 · 2021: 3 · 2020: 2 · 2019: 2
- FWCI
- 0.93
- Type
- conference paper
- Language
- en
- Open access
- green
- scholar.uwindsor.ca
- Licence
- cc-by-nc-nd
- Locations
- IEEE International Conference on Advanced Computing (IACC) (publishedVersion)
- Scholarship at UWindsor (University of Windsor) (submittedVersion, cc-by-nc-nd)
- Topics
- Health Sciences › Health Professions › Health Information Management › Electronic Health Records Systems
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Biomedical Text Mining and Ontologies
- Physical Sciences › Computer Science › Artificial Intelligence › Semantic Web and Ontologies
- Keywords
- semantic interoperability, electronic health records, data mapping, unstructured clinical data, semantic integration, data modeling
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review
