| アイテムタイプ |
デフォルトアイテムタイプ（フル）(1) |
| 公開日 |
2025-06-06 |
| タイトル |
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|
タイトル |
Overview of the NTCIR-18 HIDDEN-RAD Task: Hidden Causality Inclusion in Radiology Report Generation |
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言語 |
en |
| 作成者 |
Key-Sun Choi
You-Sang Cho
|
| 内容記述 |
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|
内容記述タイプ |
Abstract |
|
内容記述 |
The Hidden-Rad task, introduced as a pilot challenge at NTCIR18, aims to improve the interpretability of AI systems in radiologyrelated diagnostic reasoning by encouraging models to explicitly explain the rationale behind clinical interpretations. Traditional radiology reports often focus on final diagnoses while omitting the underlying causal reasoning. To address this, Hidden-Rad defines two subtasks: Task 1 targets diagnostic explanation generation using radiology reports, with optional use of X-ray images; Task 2 evaluates the interpretation of diagnostic reasoning from structured clinical questionnaires. The task is built on an enriched subset of the MIMIC-CXR dataset and includes formal evaluation criteria provided via a public repository. In total, three teams submitted 40 runs for Task 1, while two teams submitted 16 runs for Task 2. The top-performing systems achieved 69% and 78.84% for each subtask, respectively, demonstrating the potential for integrating causal reasoning into clinical report generation. The findings highlight future directions for explainable medical AI through the use of domain-specific knowledge graphs and customized language models. |
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言語 |
en |
| 出版者 |
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|
出版者 |
NII Institutional Repository |
|
言語 |
en |
| 日付 |
|
|
日付 |
2025-06-06 |
|
日付タイプ |
Issued |
| 言語 |
|
|
言語 |
eng |
| 資源タイプ |
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|
資源タイプ識別子 |
http://purl.org/coar/resource_type/c_5794 |
|
資源タイプ |
conference paper |
| ID登録 |
|
|
ID登録 |
10.20736/0002002084 |
|
ID登録タイプ |
JaLC |
| 関連情報 |
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|
関連タイプ |
isReferencedBy |
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|
識別子タイプ |
URI |
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|
関連識別子 |
https://research.nii.ac.jp/ntcir/ntcir-18/index.html |
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|
言語 |
en |
|
|
関連名称 |
NTCIR-18 Conference |
| 開始ページ |
|
|
開始ページ |
none |
| 会議記述 |
|
|
|
会議名 |
NTCIR-18 Conference |
|
|
言語 |
en |
|
回次 |
18 |
|
|
主催機関 |
National Institute of Informatics |
|
|
言語 |
en |
|
|
開始年 |
2025 |
|
|
開始月 |
6 |
|
|
開始日 |
10 |
|
|
終了年 |
2025 |
|
|
終了月 |
6 |
|
|
終了日 |
13 |
|
|
開催期間 |
June 10-13, 2025 |
|
|
言語 |
en |
|
|
開催会場 |
National Institute of Informatics |
|
|
言語 |
en |
|
開催国 |
JPN |
01-NTCIR18-OV-HIDDEN-RAD-ChoiK.pdf (1.0 MB)
