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Cloud-Based Phrase Mining and Analysis of User-Defined Phrase-Category Association in Biomedical Publications
Published on: February 23, 2019
Ten tips for a text-mining-ready article: How to improve automated discoverability and interpretability.
Robert Leaman1, Chih-Hsuan Wei1, Alexis Allot1
1National Center for Biotechnology Information (NCBI), National Library of Medicine (NLM), National Institutes of Health (NIH), Bethesda, Maryland, United States of America.
Researchers can improve the discoverability of their biomedical data by following 10 writing tips and using the PubReCheck web tool. These resources help address common challenges for automated text mining, increasing data accessibility and impact.
Area of Science:
- Biomedical Science
- Computational Biology
- Scientific Communication
Background:
- Structured, computable data are essential for data-driven biomedical research.
- Automated text mining increasingly supports the creation of such data.
- Current text-mining tools are effective but not perfect, facing challenges with specific data types.
Purpose of the Study:
- To provide authors with practical guidance to enhance the computability of their research data.
- To address common difficulties encountered by text-mining tools in processing biomedical literature.
- To increase the discoverability and wider use of scientific research outputs.
Main Methods:
- Development of 10 straightforward writing guidelines for authors.
- Introduction of a web tool, PubReCheck, to assist authors.
- Focus on common cases that remain challenging for automated text-mining software.
Main Results:
- The proposed writing tips and web tool aim to improve data integration for text mining.
- Authors can proactively enhance their manuscripts for better machine readability.
- Anticipated outcome is increased accessibility and citation of research findings.
Conclusions:
- Adhering to these guidelines can significantly improve how research data is processed by text-mining tools.
- Enhanced data accessibility leads to broader impact and utility of scientific work.
- The PubReCheck tool and writing tips offer practical solutions for researchers in biomedical science.
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