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Usefulness of web search queries for early detection of diseases in infants.
Yamaguchi, Shuji; Hinoki, Akinari; Tsubouchi, Kota; Amano, Hizuru; Tajima, Akira; Uchida, Hiroo.
Afiliación
  • Yamaguchi S; Yahoo Japan Corporation, Tokyo, Japan.
  • Hinoki A; Department of Pediatric Surgery, Nagoya University Graduate School of Medicine, Nagoya, Japan.
  • Tsubouchi K; Yahoo Japan Corporation, Tokyo, Japan.
  • Amano H; Department of Pediatric Surgery, Nagoya University Graduate School of Medicine, Nagoya, Japan.
  • Tajima A; Department of Pediatric Surgery, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan.
  • Uchida H; Yahoo Japan Corporation, Tokyo, Japan.
Nagoya J Med Sci ; 83(1): 107-111, 2021 Feb.
Article en En | MEDLINE | ID: mdl-33727742
ABSTRACT
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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Texto completo: 1 Colección: 01-internacional Base de datos: MEDLINE Asunto principal: Atresia Biliar / Estenosis Hipertrófica del Piloro / Motor de Búsqueda Tipo de estudio: Diagnostic_studies / Prognostic_studies / Screening_studies Límite: Humans / Infant / Newborn País/Región como asunto: Asia Idioma: En Revista: Nagoya J Med Sci Año: 2021 Tipo del documento: Article País de afiliación: Japón

Texto completo: 1 Colección: 01-internacional Base de datos: MEDLINE Asunto principal: Atresia Biliar / Estenosis Hipertrófica del Piloro / Motor de Búsqueda Tipo de estudio: Diagnostic_studies / Prognostic_studies / Screening_studies Límite: Humans / Infant / Newborn País/Región como asunto: Asia Idioma: En Revista: Nagoya J Med Sci Año: 2021 Tipo del documento: Article País de afiliación: Japón