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Improving Systematic Review Updates With Natural Language Processing Through Abstract Component Classification and Selection: Algorithm Development and Validation

Tatsuki Hasegawa, Hayato Kizaki, Keisho Ikegami, Shungo Imai, Yuki Yanagisawa, Shuntaro Yada, Eiji Aramaki, Satoko Hori

JMIR Med Inform 2025;13:e65371

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Identifying Adverse Events in Outpatients With Prostate Cancer Using Pharmaceutical Care Records in Community Pharmacies: Application of Named Entity Recognition

Yuki Yanagisawa, Satoshi Watabe, Sakura Yokoyama, Kyoko Sayama, Hayato Kizaki, Masami Tsuchiya, Shungo Imai, Mitsuhiro Someya, Ryoo Taniguchi, Shuntaro Yada, Eiji Aramaki, Satoko Hori

JMIR Cancer 2025;11:e69663

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Impact of Attached File Formats on the Performance of ChatGPT-4 on the Japanese National Nursing Examination: Evaluation Study

Kazuya Taira, Takahiro Itaya, Shuntaro Yada, Kirara Hiyama, Ayame Hanada

JMIR Nursing 2025;8:e67197

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Evaluating and Enhancing Japanese Large Language Models for Genetic Counseling Support: Comparative Study of Domain Adaptation and the Development of an Expert-Evaluated Dataset

Takuya Fukushima, Masae Manabe, Shuntaro Yada, Shoko Wakamiya, Akiko Yoshida, Yusaku Urakawa, Akiko Maeda, Shigeyuki Kan, Masayo Takahashi, Eiji Aramaki

JMIR Med Inform 2025;13:e65047

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Automated System to Capture Patient Symptoms From Multitype Japanese Clinical Texts: Retrospective Study

Tomohiro Nishiyama, Ayane Yamaguchi, Peitao Han, Lis Weiji Kanashiro Pereira, Yuka Otsuki, Gabriel Herman Bernardim Andrade, Noriko Kudo, Shuntaro Yada, Shoko Wakamiya, Eiji Aramaki, Masahiro Takada, Masakazu Toi

JMIR Med Inform 2024;12:e58977

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Predictive Model for Extended-Spectrum β-Lactamase–Producing Bacterial Infections Using Natural Language Processing Technique and Open Data in Intensive Care Unit Environment: Retrospective Observational Study

Genta Ito, Shuntaro Yada, Shoko Wakamiya, Eiji Aramaki

JMIR Form Res 2024;8:e54044

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Is Boundary Annotation Necessary? Evaluating Boundary-Free Approaches to Improve Clinical Named Entity Annotation Efficiency: Case Study

We followed the annotation schema as defined by Yada et al [30]. To simplify the evaluation process, annotators were asked to label only positive (nonnegated) entities of the “Diseases and symptoms” category. We provided the participants with a document describing what should be annotated and some examples, as summarized in Table 1. Annotation guidelines. Patient visited this hospital due to the appearance of a skin rash. Epicarditis was suspected and the patient was hospitalized on July 2.

Gabriel Herman Bernardim Andrade, Shuntaro Yada, Eiji Aramaki

JMIR Med Inform 2024;12:e59680

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