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A Metadata Extraction Approach for Clinical Case Reports to Enable Advanced Understanding of Biomedical Concepts
Published on: September 20, 2018
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MedTAG: a portable and customizable annotation tool for biomedical documents.
Fabio Giachelle1, Ornella Irrera1, Gianmaria Silvello2
1Department of Information Engineering, University of Padua, Padua, Italy.
BMC Medical Informatics and Decision Making
|December 19, 2021
Summary
MedTAG is a free, open-source biomedical annotation tool that streamlines the creation of training data for Named Entity Recognition and Linking (NER+L) algorithms. It supports physicians and experts in annotating clinical reports efficiently.
Area of Science:
- Biomedical Informatics
- Natural Language Processing
Background:
- Developing Named Entity Recognition and Linking (NER+L) algorithms in the biomedical domain is hindered by a lack of sufficient annotated data.
- Manual annotation by experts is expensive and time-consuming, limiting the progress of NLP in this field.
Purpose of the Study:
- To introduce MedTAG, a novel collaborative biomedical annotation tool.
- To support, organize, and accelerate the manual annotation process for biomedical documents.
Main Methods:
- MedTAG is presented as an open-source, platform-independent, and freely distributable tool.
- Its features are demonstrated through its application in annotating over seven thousand clinical reports in histopathology.
- A comparative analysis of MedTAG against established tools like BioQRator, ezTag, MyMiner, and tagtog is performed.
Main Results:
- MedTAG was successfully used by physicians and experts to manually annotate a substantial volume of clinical reports.
- The tool demonstrated a user-friendly interface and efficient annotation capabilities.
- MedTAG was highlighted as one of the few open-source tools with an open license and easy cross-platform installation.
Conclusions:
- MedTAG was designed adhering to key requirements for manual annotation tools, including availability, distributability, installability, workability, and schematic design.
- The tool meets a significant majority (20 out of 22) of criteria from a recent review of annotation tools.
- MedTAG offers a valuable, efficient, and accessible solution for biomedical data annotation.
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