Publications by authors named "Jacqueline Ann Langdon MacArthur"
Objectives: Two interlinked surveys were organised by the British Heart Foundation Data Science Centre, which aimed to establish national priorities for cardiovascular imaging research.
Methods: First a single time point public survey explored their views of cardiovascular imaging research. Subsequently, a three-phase modified Delphi prioritisation exercise was performed by researchers and healthcare professionals.
Article Synopsis
- Manually curating biomedical knowledge is important for creating a precise information service, but traditional methods of document triage using queries in PubMed often yield poor results.
- To improve this process, a machine-learning assisted triage method was developed, training deep learning models on curated publications from databases like UniProtKB/Swiss-Prot and the NHGRI-EBI GWAS Catalog.
- This new method significantly increases classification accuracy, achieving precision that is up to 3 times higher than traditional methods while finding additional relevant publications, allowing human curators to focus on more complex tasks.