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Published on: October 24, 2019
A2A: a platform for research in biomedical literature search
Maciej Rybinski1, Sarvnaz Karimi2, Vincent Nguyen2,3
1CSIRO Data61, Sydney, Australia. maciek.rybinski@csiro.au.
A new tool, A2A, allows researchers to control biomedical literature searches and explore various search strategies. It provides benchmark results for common information retrieval methods in genomics and precision medicine.
Area of Science:
- Biomedical Informatics
- Information Retrieval
- Computational Biology
Background:
- Effective literature searching is vital for biomedical research and evidence-based medicine.
- Current search engines like PubMed offer limited user control over query and document processing.
- Biomedical researchers and computer scientists need enhanced control for information retrieval tasks.
Purpose of the Study:
- Introduce a public online tool for searching biomedical literature with greater user control.
- Facilitate exploration of different search strategies for biomedical information retrieval.
- Provide a platform guided by NIST TREC evaluation tasks in genomics, clinical decision support, and precision medicine.
Main Methods:
- Developed the A2A search and benchmarking tool.
- Utilized public datasets for evaluations.
- Implemented query formulation strategies and evaluated them against human judgments.
Main Results:
- Presented benchmark results for common biomedical information retrieval strategies.
- Evaluated strategies like querying MeSH subject headings and title-only searches.
- Reported standard information retrieval metrics, including precision at a cutoff.
Conclusions:
- The A2A tool is publicly available for researchers to explore novel search strategies.
- The tool supports exploration of diverse topics, from genomics to precision medicine.
- Evaluations demonstrate the utility of various query formulation approaches.
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