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Usefulness of web search queries for early detection of diseases in infants
Early detection of diseases is critical in infants. This study evaluates the usefulness of web searches in predicting diseases in order to encourage guardians to consult a doctor promptly if their children are ill. We collected six months of search queries from Yahoo! JAPAN Search between October 20...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nagoya University
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7938097/ https://www.ncbi.nlm.nih.gov/pubmed/33727742 http://dx.doi.org/10.18999/nagjms.83.1.107 |
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author | Yamaguchi, Shuji Hinoki, Akinari Tsubouchi, Kota Amano, Hizuru Tajima, Akira Uchida, Hiroo |
author_facet | Yamaguchi, Shuji Hinoki, Akinari Tsubouchi, Kota Amano, Hizuru Tajima, Akira Uchida, Hiroo |
author_sort | Yamaguchi, Shuji |
collection | PubMed |
description | Early detection of diseases is critical in infants. This study evaluates the usefulness of web searches in predicting diseases in order to encourage guardians to consult a doctor promptly if their children are ill. We collected six months of search queries from Yahoo! JAPAN Search between October 2016 and March 2017. Using a machine learning model, we investigated the accuracy of the search query’s ability to predict the diagnosis of biliary atresia and hypertrophic pyloric stenosis. Both diseases were modeled with an accuracy of approximately 80%, and symptoms related to the disease were significant features in the model. These findings suggest the possibility of detecting diseases from web search queries performed by guardians. Through future research, we intend to propose a method that uses web search queries for early detection of these diseases by providing appropriate and timely information to support the guardians of patients. |
format | Online Article Text |
id | pubmed-7938097 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nagoya University |
record_format | MEDLINE/PubMed |
spelling | pubmed-79380972021-03-15 Usefulness of web search queries for early detection of diseases in infants Yamaguchi, Shuji Hinoki, Akinari Tsubouchi, Kota Amano, Hizuru Tajima, Akira Uchida, Hiroo Nagoya J Med Sci Original Paper Early detection of diseases is critical in infants. This study evaluates the usefulness of web searches in predicting diseases in order to encourage guardians to consult a doctor promptly if their children are ill. We collected six months of search queries from Yahoo! JAPAN Search between October 2016 and March 2017. Using a machine learning model, we investigated the accuracy of the search query’s ability to predict the diagnosis of biliary atresia and hypertrophic pyloric stenosis. Both diseases were modeled with an accuracy of approximately 80%, and symptoms related to the disease were significant features in the model. These findings suggest the possibility of detecting diseases from web search queries performed by guardians. Through future research, we intend to propose a method that uses web search queries for early detection of these diseases by providing appropriate and timely information to support the guardians of patients. Nagoya University 2021-02 /pmc/articles/PMC7938097/ /pubmed/33727742 http://dx.doi.org/10.18999/nagjms.83.1.107 Text en http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an Open Access article distributed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License. To view the details of this license, please visit (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Original Paper Yamaguchi, Shuji Hinoki, Akinari Tsubouchi, Kota Amano, Hizuru Tajima, Akira Uchida, Hiroo Usefulness of web search queries for early detection of diseases in infants |
title | Usefulness of web search queries for early detection of diseases in infants |
title_full | Usefulness of web search queries for early detection of diseases in infants |
title_fullStr | Usefulness of web search queries for early detection of diseases in infants |
title_full_unstemmed | Usefulness of web search queries for early detection of diseases in infants |
title_short | Usefulness of web search queries for early detection of diseases in infants |
title_sort | usefulness of web search queries for early detection of diseases in infants |
topic | Original Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7938097/ https://www.ncbi.nlm.nih.gov/pubmed/33727742 http://dx.doi.org/10.18999/nagjms.83.1.107 |
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