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

Masahito Katsuki, Kieran Moran, Siobhán O’Connor, Tomás Ward, Yutaro Fuse, Omid Kohandel Gargari, Marina Romozzi, Alicia Gonzalez-Martinez, Miguel Á Huerta, Woo-Seok Ha, Jackson TS Cheung, Yasuhiko Matsumori

Open source

DOI
10.1177/03331024261441574
Published
2026-04
Container
Cephalalgia
Publisher
SAGE Publications
Open access
unknown

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BibTeX

@article{allodium:10.1177/03331024261441574,
  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},
  author = {Masahito Katsuki and Kieran Moran and Siobhán O’Connor and Tomás Ward and Yutaro Fuse and Omid Kohandel Gargari and Marina Romozzi and Alicia Gonzalez-Martinez and Miguel Á Huerta and Woo-Seok Ha and Jackson TS Cheung and Yasuhiko Matsumori},
  year = {2026},
  journal = {Cephalalgia},
  doi = {10.1177/03331024261441574},
  url = {https://doi.org/10.1177/03331024261441574}
}

RIS

TY  - JOUR
TI  - 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
AU  - Masahito Katsuki
AU  - Kieran Moran
AU  - Siobhán O’Connor
AU  - Tomás Ward
AU  - Yutaro Fuse
AU  - Omid Kohandel Gargari
AU  - Marina Romozzi
AU  - Alicia Gonzalez-Martinez
AU  - Miguel Á Huerta
AU  - Woo-Seok Ha
AU  - Jackson TS Cheung
AU  - Yasuhiko Matsumori
PY  - 2026
JO  - Cephalalgia
DO  - 10.1177/03331024261441574
UR  - https://doi.org/10.1177/03331024261441574
ER  - 

APA

Katsuki, M., Moran, K., O’Connor, S., Ward, T., Fuse, Y., Gargari, O. K., Romozzi, M., Gonzalez-Martinez, A., Huerta, M. Á., Ha, W., Cheung, J. T., & Matsumori, Y. (2026). 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. Cephalalgia. https://doi.org/10.1177/03331024261441574

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