| アイテムタイプ |
会議発表論文 / Conference Paper(1) |
| 公開日 |
2025-10-07 |
| タイトル |
|
|
タイトル |
Efficient Maintenance of Large-Scale Medical Dictionaries Using Large Language Models: A Case for Biomarkers |
| 言語 |
|
|
言語 |
eng |
| キーワード |
|
|
主題Scheme |
Other |
|
主題 |
Natural Language Processing |
| キーワード |
|
|
主題Scheme |
Other |
|
主題 |
Large Language Models |
| キーワード |
|
|
主題Scheme |
Other |
|
主題 |
Human-in-the- loop |
| キーワード |
|
|
主題Scheme |
Other |
|
主題 |
Data resource |
| キーワード |
|
|
主題Scheme |
Other |
|
主題 |
Ontology |
| キーワード |
|
|
主題Scheme |
Other |
|
主題 |
Biomarker |
| 資源タイプ |
|
|
資源タイプ |
conference paper |
| アクセス権 |
|
|
アクセス権 |
open access |
| 著者 |
Otsuki, Yuka
矢田, 竣太郎
西山, 智弘
Sakurai, Toshiyuki
Okada, Masafumi
Kudo, Noriko
Kawabata, Kyoko
Fujimaki, Takako
Nagai, Hiroyuki
若宮, 翔子
荒牧, 英治
|
| 抄録 |
|
|
内容記述タイプ |
Abstract |
|
内容記述 |
Dictionaries are essential in natural language processing and provide significant value across tasks; however, their construction and maintenance are expensive. Leveraging manual revision histories to suggest automatic corrections for unedited terms offers a promising solution to enhance quality while reducing costs. This study proposes a method for automatically correcting metadata in a large-scale medical dictionary containing more than 500,000 terms. By utilizing large language models that excel in zero-shot settings, the system estimates the dictionary information without task-specific configurations. This method was demonstrated through experiments on variations in gene biomarker expression, a task that requires specialized medical knowledge. The results indicate that this approach can significantly reduce the dictionary maintenance burden. |
| 書誌情報 |
en : Proceedings of the 20th World Congress on Medical and Health Informatics
巻 329,
p. 804-808,
ページ数 5,
発行日 2025-08-19
|
| 会議情報 |
|
|
|
会議名 |
MEDINFO 2025 |
|
|
主催機関 |
Taiwan Association for Medical Informatics (TAMI) |
|
|
開始年 |
2025 |
|
|
開始月 |
08 |
|
|
開始日 |
09 |
|
|
終了年 |
2025 |
|
|
終了月 |
08 |
|
|
終了日 |
13 |
|
|
開催期間 |
2025-08-09 - 2025-08-13 |
|
|
開催地 |
Taipei, Taiwan |
|
開催国 |
TWN |
| 出版者 |
|
|
出版者 |
IOS Press |
| ISSN |
|
|
収録物識別子タイプ |
EISSN |
|
収録物識別子 |
1879-8365 |
| 出版者版DOI |
|
|
関連タイプ |
isReplacedBy |
|
|
識別子タイプ |
DOI |
|
|
関連識別子 |
https://doi.org/10.3233/SHTI250951 |
| 出版者版URI |
|
|
関連タイプ |
isReplacedBy |
|
|
識別子タイプ |
URI |
|
|
関連識別子 |
https://ebooks.iospress.nl/doi/10.3233/SHTI250951 |
| 権利 |
|
|
権利情報Resource |
https://creativecommons.org/licenses/by-nc/4.0/ |
|
権利情報 |
© 2025 The Authors. This article is published online with Open Access by IOS Press and distributed under the terms of the Creative Commons Attribution Non-Commercial License 4.0 (CC BY-NC 4.0). |
| 著者版フラグ |
|
|
出版タイプ |
NA |
