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Normalizing Dietary Supplement Product Names Using the RxNorm Model
The use of dietary supplements (DSs) is increasing in the U.S. As such, it is crucial for consumers, clinicians, and researchers to be able to find information about DS products. However, labeling regulations allow great variability in DS product names, which makes searching for this information dif...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6792000/ https://www.ncbi.nlm.nih.gov/pubmed/31437955 http://dx.doi.org/10.3233/SHTI190253 |
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author | Vasilakes, Jake Fan, Yadan Rizvi, Rubina Bompelli, Anusha Bodenreider, Olivier Zhang, Rui |
author_facet | Vasilakes, Jake Fan, Yadan Rizvi, Rubina Bompelli, Anusha Bodenreider, Olivier Zhang, Rui |
author_sort | Vasilakes, Jake |
collection | PubMed |
description | The use of dietary supplements (DSs) is increasing in the U.S. As such, it is crucial for consumers, clinicians, and researchers to be able to find information about DS products. However, labeling regulations allow great variability in DS product names, which makes searching for this information difficult. Following the RxNorm drug name normalization model, we developed a rule-based natural language processing system to normalize DS product names using pattern templates. We evaluated the system on product names extracted from the Dietary Supplement Label Database. Our system generated 136 unique templates and obtained a coverage of 72%, a 32% increase over the existing RxNorm model. Manual review showed that our system achieved a normalization accuracy of 0.86. We found that the normalization of DS product names is feasible, but more work is required to improve the generalizability of the system. |
format | Online Article Text |
id | pubmed-6792000 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
record_format | MEDLINE/PubMed |
spelling | pubmed-67920002019-10-15 Normalizing Dietary Supplement Product Names Using the RxNorm Model Vasilakes, Jake Fan, Yadan Rizvi, Rubina Bompelli, Anusha Bodenreider, Olivier Zhang, Rui Stud Health Technol Inform Article The use of dietary supplements (DSs) is increasing in the U.S. As such, it is crucial for consumers, clinicians, and researchers to be able to find information about DS products. However, labeling regulations allow great variability in DS product names, which makes searching for this information difficult. Following the RxNorm drug name normalization model, we developed a rule-based natural language processing system to normalize DS product names using pattern templates. We evaluated the system on product names extracted from the Dietary Supplement Label Database. Our system generated 136 unique templates and obtained a coverage of 72%, a 32% increase over the existing RxNorm model. Manual review showed that our system achieved a normalization accuracy of 0.86. We found that the normalization of DS product names is feasible, but more work is required to improve the generalizability of the system. 2019-08-21 /pmc/articles/PMC6792000/ /pubmed/31437955 http://dx.doi.org/10.3233/SHTI190253 Text en http://creativecommons.org/licenses/by/4.0/ This article is published online with Open Access by IOS Press and distributed under the terms of the Creative Commons Attribution Non-Commercial License 4.0 (CC BY-NC 4.0). |
spellingShingle | Article Vasilakes, Jake Fan, Yadan Rizvi, Rubina Bompelli, Anusha Bodenreider, Olivier Zhang, Rui Normalizing Dietary Supplement Product Names Using the RxNorm Model |
title | Normalizing Dietary Supplement Product Names Using the RxNorm Model |
title_full | Normalizing Dietary Supplement Product Names Using the RxNorm Model |
title_fullStr | Normalizing Dietary Supplement Product Names Using the RxNorm Model |
title_full_unstemmed | Normalizing Dietary Supplement Product Names Using the RxNorm Model |
title_short | Normalizing Dietary Supplement Product Names Using the RxNorm Model |
title_sort | normalizing dietary supplement product names using the rxnorm model |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6792000/ https://www.ncbi.nlm.nih.gov/pubmed/31437955 http://dx.doi.org/10.3233/SHTI190253 |
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