Yiding Zhang Coauthored a Paper on Disease Surveillance in the Journal of Tropical Medicine and Health
Yiding Zhang, Ph.D. (California) coauthored a paper entitled "Disease Surveillance using Online News: An Extended Study of Dengue Fever in India" that was published in the journal Tropical Medicine and Health on December 11, 2019.
Yiding is a Senior Staff Professional based in California focused on Groundwater Modeling, Geo-Data Processing and Visualization, Data Mining, and Machine Learning.
Yiding was the lead author, and his coauthors were Motomu Ibaraki and Franklin W. Schwartz.
Tropical Medicine and Health is an open access, peer-reviewed journal that publishes original research and reviews on all aspects of tropical medicine and global health. The journal welcomes clinical, epidemiological, laboratory and policy research.
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.
Learn more about the article: https://tropmedhealth.biomedcentral.com/articles/10.1186/s41182-019-0189-y
Learn more about Tropical Medicine and Health: https://tropmedhealth.biomedcentral.com/about
Learn more about Yiding at: https://www.linkedin.com/in/francisyidingzhang/