The Research Resource Identifier was introduced in biomedicine in 2014 to more precisely identify the reagents and tools used in published biomedical research and to track use of tools across the breadth of the biomedical literature. The current RRID specification covers key biological and digital resources. Authors are instructed to include an RRID after the first mention of any resource used. RRIDs are designed to be easy to find using a full text search search engine. The published data sets were used in our comparative study where comparing the output of our RRID curation workflow with the outputs of automated text mining systems that have been used to identify mentions of resources in the text of publications. All files in tab-separated format (tsv). Scibot.tsv: Records of the RRID curation workflow using SciBot. Each record shows that a resource RRID was identified in paper PMID with curator tags (Tag1, Tag2, both optional) PMID: Pubmed ID RRID: Research Resource Identifier Tag1: Curator tags (optional) Tag2: Additional curator tags (optional) rdwsorted.tsv: Records of the output from RDW, a text mining software. RDW identifies mentions of research resources in papers. Each record shows that a resource RRID was identified in paper PMID. PMID: Pubmed ID RRID: Research Resource Identifier rridbyrdw05282019.tsv: Records of the output of the RRID-by-RDW in RDW. RRID-by-RDW is a component in RDW that identifies mentions of research resources in papers by matching patterns of RRID specifications. Each record shows that a resource RRID was identified in paper PMID. PMID: Pubmed ID RRID: Research Resource Identifier Context: Snippet where the RRID was found resource_metadata20190418.tsv: Metadata of RRIDs This file contains metadata of resources and their RRIDs. See file header for column definitions. RRIDCUR-definitions.tsv: Definitions of curator tags used in Scibot.tsv. tag: Tag name definition: Definition of the tag

{"references": ["10.1109/MCSE.2019.2952838", "https://escholarship.org/content/qt9kh7h8zr/qt9kh7h8zr.pdf", "Comparing the Use of Research Resource Identifiers and Natural Language Processing for Citation of Databases, Software, and Other Digital Artifacts."]}

NIH NIDDK U24DK097771, NIH NIDA U24DA039832 and