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Towards User-centered Corpus Development: Lessons Learnt from Designing and Developing MedTator
AMIA ... Annual Symposium proceedings, 2022, Vol.2022, p.532-541
[Peer Reviewed Journal]
2022 AMIA - All rights reserved. ;EISSN: 1942-597X ;PMID: 37128369
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Title:
Towards User-centered Corpus Development: Lessons Learnt from Designing and Developing MedTator
Author:
He, Huan
;
Fu, Sunyang
;
Wang, Liwei
;
Wen, Andrew
;
Liu, Sijia
;
Moon, Sungrim
;
Miller, Kurt
;
Liu, Hongfang
Subjects:
Humans
;
Natural Language Processing
Is Part Of:
AMIA ... Annual Symposium proceedings, 2022, Vol.2022, p.532-541
Description:
A gold standard annotated corpus is usually indispensable when developing natural language processing (NLP) systems. Building a high-quality annotated corpus for clinical NLP requires considerable time and domain expertise during the annotation process. Existing annotation tools may provide powerful features to cover various needs of text annotation tasks, but the target end users tend to be trained annotators. It is challenging for clinical research teams to utilize those tools in their projects due to various factors such as the complexity of advanced features and data security concerns. To address those challenges, we developed MedTator, a serverless web-based annotation tool with an intuitive user-centered interface aiming to provide a lightweight solution for the core tasks in corpus development. Moreover, we present three lessons learned from the designing and developing MedTator, which will contribute to the research community's knowledge for future open-source tool development.
Publisher:
United States
Language:
English
Identifier:
EISSN: 1942-597X
PMID: 37128369
Source:
Geneva Foundation Free Medical Journals at publisher websites
MEDLINE
PubMed Central
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