The discipline of text and data mining (TDM) is growing in visibility in the scholarly research community. In May 2014, CrossRef launched CrossRef Text and Data Mining Services, which aims to alleviate the issues that text mining researchers encounter when trying to collect the corpus of content that they want to mine from the different publishers who have produced it. This article will discuss what the CrossRef service does, the problem that it is trying to solve and the current status of the rollout of the service across CrossRef member publishers.
eer review is the defining feature of scholarly communication. In a 2018 survey of more than 11,000 researchers, 98% said that they considered peer review important or extremely important for ensuring the quality and integrity of scholarly communication 1. Indeed, now that the Internet and social media have assumed journals' original role of dissemination, a journal's main function is curation. Both the public and the scientific community trust peer review to uphold shared values of rigour, ethics, originality and analysis by improving publications and filtering out weak or errant ones. Scholarly communities rely on peer review to establish common knowledge and credit. Despite decades of calls for study, research on peer review is scarce 2. Current investigations are fragmented, with few connections and limited knowledge-sharing, as manifested by how sparsely these researchers cite each other's papers 3. The most rigorous work is generally restricted to one or a few journals per study, often in the same field. There is a lack of systematic research on how journals manage the process (such as selecting, instructing and rewarding reviewers, managing conflicting reviews, or publishing reviewers' reports); on how to define the quality and utility of individual reviews; and on how to assess peer review (such as who
CrossRef is an association of scholarly publishers that develops shared infrastructure to support more effective scholarly communications. It is a registration agency for the digital object identifier (DOI), and has built additional services for CrossRef members around the DOI and the bibliographic metadata that publishers deposit in order to register DOIs for their publications. Among these services are CrossCheck, powered by iThenticate, which helps publishers screen for plagiarism in submitted manuscripts and FundRef, which gives publishers standard way to report funding sources for published scholarly research. To add to these services, Cross-Ref launched CrossRef text and data mining services in May 2014. This article will explain the thinking behind CrossRef launching this new service, what it offers to publishers and researchers alike, how publishers can participate in it, and the uptake of the service so far.
On January 20 and 21, 2020, ASAPbio, in collaboration with EMBL-EBI and Ithaka S+R, convened over 30 representatives from academia, preprint servers, publishers, funders, and standards, indexing and metadata infrastructure organisations at EMBL-EBI (Hinxton, UK) to develop a series of recommendations for best practices for posting and linking of preprints in the life sciences and ideally the broader research community. We hope that these recommendations offer guidance for new preprint platforms and projects looking to enact best practices and ultimately serve to improve the experience of using preprints for all.
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