| 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 |
Large Language Model Challenges to Detect Cancer-Related Cognitive Impairment from Patient Short Speech |
| 言語 |
|
|
言語 |
eng |
| キーワード |
|
|
主題Scheme |
Other |
|
主題 |
Cancer |
| キーワード |
|
|
主題Scheme |
Other |
|
主題 |
Cognitive Dysfunction |
| キーワード |
|
|
主題Scheme |
Other |
|
主題 |
Natural Language Processing (NLP) |
| キーワード |
|
|
主題Scheme |
Other |
|
主題 |
Large Language Model (LLM) |
| 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 |
Gaiduchenko, Sofia
荒牧, 英治
Shimizu, Seiji
Fujimaki, Takako
Kawabata, Kyoko
若宮, 翔子
Kato, Mizuki Shimadzu
Miyashiro, Isao
|
| 抄録 |
|
|
内容記述タイプ |
Abstract |
|
内容記述 |
This study uses language-based Cancer-Related Cognitive Impairment (CRCI) screening to examine the language ability of the participants. This study was conducted to determine whether a natural language processing-based system can detect CRCI or not. We obtained speech samples from participants including patients with cancer and cognitive impairment scores. Using LLMs, we extracted 8 linguistic measurement metrics from the collected data. We divided patients into high-cognitive and low-cognitive) groups. The results did not show any correlation between CRCI and language features derived from participants’ speech using LLMs. |
| 書誌情報 |
en : Proceedings of the 20th World Congress on Medical and Health Informatics
巻 329,
p. 1786-1787,
ページ数 2,
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/SHTI251214 |
| 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/SHTI251214 |
| 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 |
| 助成情報 |
|
|
|
助成機関名 |
National Center for Global health and Medicine (NCGM) |
|
|
研究課題番号 |
JPJ012425 |
|
|
研究課題名 |
Cross-ministerial Strategic Innovation Promotion Program (SIP) on “Integrated Health Care System” |