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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...

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Detalles Bibliográficos
Autores principales: Vasilakes, Jake, Fan, Yadan, Rizvi, Rubina, Bompelli, Anusha, Bodenreider, Olivier, Zhang, Rui
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2019
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.
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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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