Comparative diagnostic agreement of a supervised machine learning model and a general-purpose, zero-shot, non-domain-adapted large language model for classifying headache disorders using structured questionnaires.

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Title: Comparative diagnostic agreement of a supervised machine learning model and a general-purpose, zero-shot, non-domain-adapted large language model for classifying headache disorders using structured questionnaires.
Authors: Katsuki, Masahito1,2,3,4 (AUTHOR) ktk1122nigt@gmail.com, Moran, Kieran2,5,6 (AUTHOR), O'Connor, Siobhán2 (AUTHOR), Ward, Tomás3,7 (AUTHOR), Fuse, Yutaro8 (AUTHOR), Gargari, Omid Kohandel9 (AUTHOR), Romozzi, Marina10,11 (AUTHOR), Gonzalez-Martinez, Alicia12,13,14 (AUTHOR), Huerta, Miguel Á15,16,17 (AUTHOR), Ha, Woo-Seok18 (AUTHOR), Cheung, Jackson TS19 (AUTHOR), Matsumori, Yasuhiko20 (AUTHOR)
Source: Cephalalgia. Apr2026, Vol. 46 Issue 4, p1-13. 13p.
Database: Academic Search Ultimate
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ISSN:03331024
DOI:10.1177/03331024261441574