Disease surveillance using online news: an extended study of dengue fever in India

Abstract Background The study demonstrates the potential in using newspaper information as a proxy for monitoring dengue fever outbreaks in India. Online newspapers are being considered as sources of information on disease surveillance, early outbreak detection, and epidemiology research. Our object...

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Published in:Tropical Medicine and Health
Main Authors: Yiding Zhang, Motomu Ibaraki, Franklin W. Schwartz
Format: Article in Journal/Newspaper
Language:English
Published: BMC 2019
Subjects:
Online Access:https://doi.org/10.1186/s41182-019-0189-y
https://doaj.org/article/b4b5b77c2b96426498538874a216fd97
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spelling ftdoajarticles:oai:doaj.org/article:b4b5b77c2b96426498538874a216fd97 2023-05-15T15:06:06+02:00 Disease surveillance using online news: an extended study of dengue fever in India Yiding Zhang Motomu Ibaraki Franklin W. Schwartz 2019-12-01T00:00:00Z https://doi.org/10.1186/s41182-019-0189-y https://doaj.org/article/b4b5b77c2b96426498538874a216fd97 EN eng BMC https://doi.org/10.1186/s41182-019-0189-y https://doaj.org/toc/1349-4147 doi:10.1186/s41182-019-0189-y 1349-4147 https://doaj.org/article/b4b5b77c2b96426498538874a216fd97 Tropical Medicine and Health, Vol 47, Iss 1, Pp 1-13 (2019) Disease surveillance Newspaper Text mining Dengue fever India Arctic medicine. Tropical medicine RC955-962 article 2019 ftdoajarticles https://doi.org/10.1186/s41182-019-0189-y 2022-12-31T12:12:37Z Abstract Background The study demonstrates the potential in using newspaper information as a proxy for monitoring dengue fever outbreaks in India. Online newspapers are being considered as sources of information on disease surveillance, early outbreak detection, and epidemiology research. Our objective is to understand the complex dengue epidemiology and discover inter-relationships between dengue fever and local social-environmental factors by mining information from local Indian news articles. Results We search and extract articles from the newspaper database, LexisNexis. News articles related to dengue fever in India are analyzed together with local environmental, climate, and population data in both temporally and spatially to study disease epidemiology. We also examine the influence of newsworthiness for constructing a disease surveillance system. In terms of temporal aspects, dengue outbreaks follow consistent patterns every year. However, for many areas, this application is frustrated by the relatively small numbers of news articles. Conclusions The study has advanced capabilities in producing approaches that provide for richer interpretations of textual information provided in newspaper articles. Such approaches appear particularly well suited for developing countries with relatively poor medical infrastructures and records. Article in Journal/Newspaper Arctic Directory of Open Access Journals: DOAJ Articles Arctic Indian Tropical Medicine and Health 47 1
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Disease surveillance
Newspaper
Text mining
Dengue fever
India
Arctic medicine. Tropical medicine
RC955-962
spellingShingle Disease surveillance
Newspaper
Text mining
Dengue fever
India
Arctic medicine. Tropical medicine
RC955-962
Yiding Zhang
Motomu Ibaraki
Franklin W. Schwartz
Disease surveillance using online news: an extended study of dengue fever in India
topic_facet Disease surveillance
Newspaper
Text mining
Dengue fever
India
Arctic medicine. Tropical medicine
RC955-962
description Abstract Background The study demonstrates the potential in using newspaper information as a proxy for monitoring dengue fever outbreaks in India. Online newspapers are being considered as sources of information on disease surveillance, early outbreak detection, and epidemiology research. Our objective is to understand the complex dengue epidemiology and discover inter-relationships between dengue fever and local social-environmental factors by mining information from local Indian news articles. Results We search and extract articles from the newspaper database, LexisNexis. News articles related to dengue fever in India are analyzed together with local environmental, climate, and population data in both temporally and spatially to study disease epidemiology. We also examine the influence of newsworthiness for constructing a disease surveillance system. In terms of temporal aspects, dengue outbreaks follow consistent patterns every year. However, for many areas, this application is frustrated by the relatively small numbers of news articles. Conclusions The study has advanced capabilities in producing approaches that provide for richer interpretations of textual information provided in newspaper articles. Such approaches appear particularly well suited for developing countries with relatively poor medical infrastructures and records.
format Article in Journal/Newspaper
author Yiding Zhang
Motomu Ibaraki
Franklin W. Schwartz
author_facet Yiding Zhang
Motomu Ibaraki
Franklin W. Schwartz
author_sort Yiding Zhang
title Disease surveillance using online news: an extended study of dengue fever in India
title_short Disease surveillance using online news: an extended study of dengue fever in India
title_full Disease surveillance using online news: an extended study of dengue fever in India
title_fullStr Disease surveillance using online news: an extended study of dengue fever in India
title_full_unstemmed Disease surveillance using online news: an extended study of dengue fever in India
title_sort disease surveillance using online news: an extended study of dengue fever in india
publisher BMC
publishDate 2019
url https://doi.org/10.1186/s41182-019-0189-y
https://doaj.org/article/b4b5b77c2b96426498538874a216fd97
geographic Arctic
Indian
geographic_facet Arctic
Indian
genre Arctic
genre_facet Arctic
op_source Tropical Medicine and Health, Vol 47, Iss 1, Pp 1-13 (2019)
op_relation https://doi.org/10.1186/s41182-019-0189-y
https://doaj.org/toc/1349-4147
doi:10.1186/s41182-019-0189-y
1349-4147
https://doaj.org/article/b4b5b77c2b96426498538874a216fd97
op_doi https://doi.org/10.1186/s41182-019-0189-y
container_title Tropical Medicine and Health
container_volume 47
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