JOURNAL ARTICLE

Information Extraction from Electronic Medical Records using Natural Language Processing Techniques

Emeka OgbujuGeorgina Nkolika Obunadike

Year: 2020 Journal:   Journal of applied science and environmental management Vol: 24 (6)Pages: 1027-1033

Abstract

Patients share key information about their health with medical practitioners during clinic consultations. These key information may include their past medications and allergies, current situations/issues, and expectations. The healthcare professionals store this information in an Electronic Medical Record (EMR). EMRs have empowered research in healthcare; information hidden in them if harnessed properly through Natural Language Processing (NLP) can be used for disease registries, drug safety, epidemic surveillance, disease prediction, and treatment. This work illustrates the application of NLP techniques to design and implement a Key Information Retrieval System (KIRS framework) using the Latent Dirichlet Allocation algorithm. The cross-industry standard process for data mining methodology was applied in an experiment with an EMR dataset from PubMed todemonstrate the framework. The new system extracted the common problems (ailments) and prescriptions across the five (5) countries presented in the dataset. The system promises to assist health organizations in making informed decisions with the flood of key information data available in their domain. Keywords: Electronic Medical Record, BioNLP, Latent Dirichlet Allocation

Keywords:
Latent Dirichlet allocation Computer science Key (lock) Information extraction Medical prescription Process (computing) Data science Health care Medical record Data mining Information retrieval Topic model Artificial intelligence Medicine Computer security Nursing

Metrics

2
Cited By
0.20
FWCI (Field Weighted Citation Impact)
21
Refs
0.50
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Biomedical Text Mining and Ontologies
Life Sciences →  Biochemistry, Genetics and Molecular Biology →  Molecular Biology
Advanced Text Analysis Techniques
Physical Sciences →  Computer Science →  Artificial Intelligence
Data Quality and Management
Social Sciences →  Decision Sciences →  Management Science and Operations Research
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