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When text simplification is not enough: could a graph-based visualization facilitate consumers’ comprehension of dietary supplement information?

OBJECTIVE: Dietary supplements are widely used. However, dietary supplements are not always safe. For example, an estimated 23 000 emergency room visits every year in the United States were attributed to adverse events related to dietary supplement use. With the rapid development of the Internet, co...

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Autores principales: He, Xing, Zhang, Rui, Alpert, Jordan, Zhou, Sicheng, Adam, Terrence J, Raisa, Aantaki, Peng, Yifan, Zhang, Hansi, Guo, Yi, Bian, Jiang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8029346/
https://www.ncbi.nlm.nih.gov/pubmed/33855274
http://dx.doi.org/10.1093/jamiaopen/ooab026
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author He, Xing
Zhang, Rui
Alpert, Jordan
Zhou, Sicheng
Adam, Terrence J
Raisa, Aantaki
Peng, Yifan
Zhang, Hansi
Guo, Yi
Bian, Jiang
author_facet He, Xing
Zhang, Rui
Alpert, Jordan
Zhou, Sicheng
Adam, Terrence J
Raisa, Aantaki
Peng, Yifan
Zhang, Hansi
Guo, Yi
Bian, Jiang
author_sort He, Xing
collection PubMed
description OBJECTIVE: Dietary supplements are widely used. However, dietary supplements are not always safe. For example, an estimated 23 000 emergency room visits every year in the United States were attributed to adverse events related to dietary supplement use. With the rapid development of the Internet, consumers usually seek health information including dietary supplement information online. To help consumers access quality online dietary supplement information, we have identified trustworthy dietary supplement information sources and built an evidence–based knowledge base of dietary supplement information—the integrated DIetary Supplement Knowledge base (iDISK) that integrates and standardizes dietary supplement related information across these different sources. However, as information in iDISK was collected from scientific sources, the complex medical jargon is a barrier for consumers’ comprehension. The objective of this study is to assess how different approaches to simplify and represent dietary supplement information from iDISK will affect lay consumers’ comprehension. MATERIALS AND METHODS: Using a crowdsourcing platform, we recruited participants to read dietary supplement information in 4 different representations from iDISK: (1) original text, (2) syntactic and lexical text simplification (TS), (3) manual TS, and (4) a graph–based visualization. We then assessed how the different simplification and representation strategies affected consumers’ comprehension of dietary supplement information in terms of accuracy and response time to a set of comprehension questions. RESULTS: With responses from 690 qualified participants, our experiments confirmed that the manual approach, as expected, had the best performance for both accuracy and response time to the comprehension questions, while the graph–based approach ranked the second outperforming other representations. In some cases, the graph–based representation outperformed the manual approach in terms of response time. CONCLUSIONS: A hybrid approach that combines text and graph–based representations might be needed to accommodate consumers’ different information needs and information seeking behavior.
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spelling pubmed-80293462021-04-13 When text simplification is not enough: could a graph-based visualization facilitate consumers’ comprehension of dietary supplement information? He, Xing Zhang, Rui Alpert, Jordan Zhou, Sicheng Adam, Terrence J Raisa, Aantaki Peng, Yifan Zhang, Hansi Guo, Yi Bian, Jiang JAMIA Open Research and Applications OBJECTIVE: Dietary supplements are widely used. However, dietary supplements are not always safe. For example, an estimated 23 000 emergency room visits every year in the United States were attributed to adverse events related to dietary supplement use. With the rapid development of the Internet, consumers usually seek health information including dietary supplement information online. To help consumers access quality online dietary supplement information, we have identified trustworthy dietary supplement information sources and built an evidence–based knowledge base of dietary supplement information—the integrated DIetary Supplement Knowledge base (iDISK) that integrates and standardizes dietary supplement related information across these different sources. However, as information in iDISK was collected from scientific sources, the complex medical jargon is a barrier for consumers’ comprehension. The objective of this study is to assess how different approaches to simplify and represent dietary supplement information from iDISK will affect lay consumers’ comprehension. MATERIALS AND METHODS: Using a crowdsourcing platform, we recruited participants to read dietary supplement information in 4 different representations from iDISK: (1) original text, (2) syntactic and lexical text simplification (TS), (3) manual TS, and (4) a graph–based visualization. We then assessed how the different simplification and representation strategies affected consumers’ comprehension of dietary supplement information in terms of accuracy and response time to a set of comprehension questions. RESULTS: With responses from 690 qualified participants, our experiments confirmed that the manual approach, as expected, had the best performance for both accuracy and response time to the comprehension questions, while the graph–based approach ranked the second outperforming other representations. In some cases, the graph–based representation outperformed the manual approach in terms of response time. CONCLUSIONS: A hybrid approach that combines text and graph–based representations might be needed to accommodate consumers’ different information needs and information seeking behavior. Oxford University Press 2021-04-04 /pmc/articles/PMC8029346/ /pubmed/33855274 http://dx.doi.org/10.1093/jamiaopen/ooab026 Text en © The Author(s) 2021. Published by Oxford University Press on behalf of the American Medical Informatics Association. https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) ), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com
spellingShingle Research and Applications
He, Xing
Zhang, Rui
Alpert, Jordan
Zhou, Sicheng
Adam, Terrence J
Raisa, Aantaki
Peng, Yifan
Zhang, Hansi
Guo, Yi
Bian, Jiang
When text simplification is not enough: could a graph-based visualization facilitate consumers’ comprehension of dietary supplement information?
title When text simplification is not enough: could a graph-based visualization facilitate consumers’ comprehension of dietary supplement information?
title_full When text simplification is not enough: could a graph-based visualization facilitate consumers’ comprehension of dietary supplement information?
title_fullStr When text simplification is not enough: could a graph-based visualization facilitate consumers’ comprehension of dietary supplement information?
title_full_unstemmed When text simplification is not enough: could a graph-based visualization facilitate consumers’ comprehension of dietary supplement information?
title_short When text simplification is not enough: could a graph-based visualization facilitate consumers’ comprehension of dietary supplement information?
title_sort when text simplification is not enough: could a graph-based visualization facilitate consumers’ comprehension of dietary supplement information?
topic Research and Applications
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8029346/
https://www.ncbi.nlm.nih.gov/pubmed/33855274
http://dx.doi.org/10.1093/jamiaopen/ooab026
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