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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...

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Detalles Bibliográficos
Autores principales: Yamaguchi, Shuji, Hinoki, Akinari, Tsubouchi, Kota, Amano, Hizuru, Tajima, Akira, Uchida, Hiroo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nagoya University 2021
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.
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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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