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Applications of AI (1073) Clinical Information and Decision Making (3868) Infodemiology and Infoveillance (2036) Public (e)Health, Digital Epidemiology and Public Health Informatics (2366) New Methods (1855) Surveillance Systems (697) Infoveillance, Infodemiology, Digital Disease Surveillance, Infodemic Management (1423) Data Science (723)

Published on in Vol 5 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/103321, first published .
Young woman analyzing data on computer screens in an office setting

Multilingual Disparities in Large Language Model–Based Symptom Detection for Global Disease Surveillance: Evaluation Study

Multilingual Disparities in Large Language Model–Based Symptom Detection for Global Disease Surveillance: Evaluation Study

Authors of this article:

Sa'idah Zahrotul Jannah1, 2 Author Orcid Image ;   Tomohiro Nishiyama1 Author Orcid Image ;   Shaowen Peng1 Author Orcid Image ;   Shoko Wakamiya1 Author Orcid Image ;   Eiji Aramaki1 Author Orcid Image
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Sa'idah Zahrotul Jannah   1, 2 , MStat ;   Tomohiro Nishiyama   1 , PhD ;   Shaowen Peng   1 , PhD ;   Shoko Wakamiya   1 , PhD ;   Eiji Aramaki   1 , PhD

1 Nara Institute of Science and Technology, Ikoma, Nara, Japan

2 Universitas Airlangga, Surabaya, Jawa Timur, Indonesia

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