AI Article Synopsis

  • - Biomedical datasets are growing, facing challenges in being findable, accessible, interoperable, and reusable (FAIR), as many repositories lack adherence to a single metadata standard.
  • - A consortium of infectious disease researchers developed a reusable metadata schema based on Schema.org to improve data discoverability and reusability, successfully cataloging nearly 400 datasets and tools.
  • - The new approach enhances data discovery and supports open science practices, while ongoing challenges with FAIRness still need to be addressed beyond just discoverability.

Article Abstract

Biomedical datasets are increasing in size, stored in many repositories, and face challenges in FAIRness (findability, accessibility, interoperability, reusability). As a Consortium of infectious disease researchers from 15 Centers, we aim to adopt open science practices to promote transparency, encourage reproducibility, and accelerate research advances through data reuse. To improve FAIRness of our datasets and computational tools, we evaluated metadata standards across established biomedical data repositories. The vast majority do not adhere to a single standard, such as Schema.org, which is widely-adopted by generalist repositories. Consequently, datasets in these repositories are not findable in aggregation projects like Google Dataset Search. We alleviated this gap by creating a reusable metadata schema based on Schema.org and catalogued nearly 400 datasets and computational tools we collected. The approach is easily reusable to create schemas interoperable with community standards, but customized to a particular context. Our approach enabled data discovery, increased the reusability of datasets from a large research consortium, and accelerated research. Lastly, we discuss ongoing challenges with FAIRness beyond discoverability.

Download full-text PDF

Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC9950378PMC
http://dx.doi.org/10.1038/s41597-023-01968-9DOI Listing

Publication Analysis

Top Keywords

infectious disease
8
challenges fairness
8
datasets computational
8
computational tools
8
datasets
6
developing standardized
4
standardized extendable
4
extendable framework
4
framework increase
4
increase findability
4

Similar Publications

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!