Galaxy:A Decade of Realising CWFR Concepts

Despite recent encouragement to follow the FAIR principles,the day-to-day research practices have not changed substantially.Due to new developments and the increasing pressure to apply best practices,initiatives to improve the efficiency and reproducibility of scientific workflows are becoming more prevalent.In this article,we discuss the importance of well-annotated tools and the specific requirements to ensure reproducible research with FAIR outputs.We detail how Galaxy,an open-source workflow management system with a web-based interface,has implemented the concepts that are put forward by the Canonical Workflow Framework for Research(CWFR),whilst minimising changes to the practices of scientific communities.Although we showcase concrete applications from two different domains,this approach is generalisable to any domain and particularly useful in interdisciplinary research and science-based applications.