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Analysis of Women’s Health Online News Articles Using Topic Modeling

OBJECTIVES: This research aimed to understand the popularity of topics in the field of women’s health through analysis of online news articles which were chronologically classified and examined to determine how women’s health and diseases had changed over time. METHODS: Women’s health and disease ne...

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Autores principales: Cho, Kyoung Won, Kim, Shine Young, Woo, Young Woon
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Korea Centers for Disease Control and Prevention 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6590882/
https://www.ncbi.nlm.nih.gov/pubmed/31263665
http://dx.doi.org/10.24171/j.phrp.2019.10.3.07
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author Cho, Kyoung Won
Kim, Shine Young
Woo, Young Woon
author_facet Cho, Kyoung Won
Kim, Shine Young
Woo, Young Woon
author_sort Cho, Kyoung Won
collection PubMed
description OBJECTIVES: This research aimed to understand the popularity of topics in the field of women’s health through analysis of online news articles which were chronologically classified and examined to determine how women’s health and diseases had changed over time. METHODS: Women’s health and disease news articles were collated from a popular news website between 1993 to 2015 and preprocessed using gynecological medical terminology, Korean words and nouns (excluding general nouns not related to women’s healthcare topics). The resultant articles (N = 7,710) were analyzed using the Latent Dirichlet Allocation algorithm and major topics were extracted. Topic trends were analyzed by year and period for women’s health. RESULTS: It was observed that most of the women’s health articles were focused on “Healthcare”, and 9 other topics were identified that represented a relatively small proportion in 1993–2000. In 2001–2005, most of the articles were focused on “Medical Services” and “Dietary Supplements” with some specific topics that peaked people’s interest, as compared to those focused on “Healthcare” in the 1990s. It was also observed that differences in the proportion of each topic was small after 2011. CONCLUSION: Changes in topics related to women’s disease were not clearly distinguished in the 1990s but this changed from 2001where articles related to “women disease” appeared as articles on the topics of various diseases.
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spelling pubmed-65908822019-07-01 Analysis of Women’s Health Online News Articles Using Topic Modeling Cho, Kyoung Won Kim, Shine Young Woo, Young Woon Osong Public Health Res Perspect Original Article OBJECTIVES: This research aimed to understand the popularity of topics in the field of women’s health through analysis of online news articles which were chronologically classified and examined to determine how women’s health and diseases had changed over time. METHODS: Women’s health and disease news articles were collated from a popular news website between 1993 to 2015 and preprocessed using gynecological medical terminology, Korean words and nouns (excluding general nouns not related to women’s healthcare topics). The resultant articles (N = 7,710) were analyzed using the Latent Dirichlet Allocation algorithm and major topics were extracted. Topic trends were analyzed by year and period for women’s health. RESULTS: It was observed that most of the women’s health articles were focused on “Healthcare”, and 9 other topics were identified that represented a relatively small proportion in 1993–2000. In 2001–2005, most of the articles were focused on “Medical Services” and “Dietary Supplements” with some specific topics that peaked people’s interest, as compared to those focused on “Healthcare” in the 1990s. It was also observed that differences in the proportion of each topic was small after 2011. CONCLUSION: Changes in topics related to women’s disease were not clearly distinguished in the 1990s but this changed from 2001where articles related to “women disease” appeared as articles on the topics of various diseases. Korea Centers for Disease Control and Prevention 2019-06 /pmc/articles/PMC6590882/ /pubmed/31263665 http://dx.doi.org/10.24171/j.phrp.2019.10.3.07 Text en Copyright ©2019, Korea Centers for Disease Control and Prevention http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Original Article
Cho, Kyoung Won
Kim, Shine Young
Woo, Young Woon
Analysis of Women’s Health Online News Articles Using Topic Modeling
title Analysis of Women’s Health Online News Articles Using Topic Modeling
title_full Analysis of Women’s Health Online News Articles Using Topic Modeling
title_fullStr Analysis of Women’s Health Online News Articles Using Topic Modeling
title_full_unstemmed Analysis of Women’s Health Online News Articles Using Topic Modeling
title_short Analysis of Women’s Health Online News Articles Using Topic Modeling
title_sort analysis of women’s health online news articles using topic modeling
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6590882/
https://www.ncbi.nlm.nih.gov/pubmed/31263665
http://dx.doi.org/10.24171/j.phrp.2019.10.3.07
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