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Author

Kenji Hirata

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Open access Sep 2026

Hierarchical multi-label structuring of Japanese SOAP clinical notes with large language models

Much clinically salient information in Japanese electronic medical records is recorded in SOAP (Subjective, Objective, Assessment, Plan) notes, which contain a lot of unstructured text preventing the further usage for analysis. Structuring such unstructured text is essential for secondary data use and clinical research...

Ziheng Zhang, Ming-Hui Tang, Feng Han et al. · 0 citations
Jul 2026

External validation of machine learning models predicting global longitudinal strain from conventional echocardiography in patients with cancer.

ML models trained on conventional echocardiographic parameters retained moderate predictive ability for reduced GLS upon external validation, and performance was generally preserved in the external validation cohort.

Tagayasu Anzai, Kenji Hirata, N. Muraoka et al. · 0 citations

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