openVirus is innovating new types of search for research literature using data mining technologies to enable citizens to make use of scientific knowledge. The COVID-19 pandemic has created a variety of crises — health and economic being the most obvious — but serious issues are occurring in education, social cohesion, transport, manufacturing, and supply chains, etc. The vast majority citizens working in these areas are locked out of accessing scientific literature — as an example if a doctor had a question about ‘social distancing’ on a publishers site like Taylor and Francis they would find only 5% (21,919) of research papers as Open Access (Murray-Rust 2020), the rest (426,613) are paywalled.
It is worth noting that the right to data mine paywalled research is permitted under EU copyright directives 1, although publishers are hostile to upholding this legal right and are known to take punitive action to prevent it — like completely disconnecting paying clients. With the COVID-19 crisis Open Science is now on the public’s radar and all stakeholders involved in scholarly communications are going to need to make themselves relevant to the situation as science’s own crisis coming down the line of ‘designing new systems’. (Thaney 2020)
openVirus works by speedily downloading papers as full-text from open repositories (EuropePMC, bioriv and medrxiv, DOAJ, EThOS, Redalyc (MX), etc.) at an average rate of fifty papers a second, then searching those papers on your local machine with ‘dictionaries’, that you build or use from others based on Wikidata’s 50 million items. Searches can be pinpointed on parts of a document for example graphs or conclusions and the indexing using Wikidata allows for semantic queries, e.g., if you had a question about COVID-19 infection rates and altitude Wikidata can return all city names over 2000 meters with a population over 50,000. New types of search are important as it enables scientific knowledge to be put into action, allowing someone — a citizen outside of academia — to share research related to an idea they are working on with others, which importantly is still linked and identified with its source — say EuropePMC.
The project uses a software framework called ContentMine as a foundation for data mining, interfacing Wikidata to add semantic enrichment, and a variety of other frameworks for dedicated tasks. The technology is being rapidly developed and is designed to be put in the hands of the public, but also serves a variety purposes for a wide set of communities: research repositories looking to service clients, or researchers needing to speed-up scoping on literature reviews.
At the start of the COVID-19 pandemic openVirus sprang into action as an open research project on GitHub and Slack. Currently there are thirty-eight members working globally and there is an open invitation for anyone to get involved. In April openVirus took part in the #EUvsVirus global hackathon to look at innovation for the pandemic on healthcare issues. In the three days of the hackathon the team made significant developments in its hackathon submission: (openVirus 2020) establishing openVirus as the first system to annotate the scientific literature corpus with Wikidata; bring on board thesis analysis, working on full-text indexing of the UK’s PhD theses EThOS; adding Ferret scraping system; interfacing DOAJ and searching four million abstracts; and to move on Containerization for the system. The EUvsVirus hackathon was important for understanding the wide breadth of innovation challenges posed by the pandemic and which makes it clear that Open Science systems need to accelerate innovation to meet these needs, from: health – lack of skilled caregivers; business – efficient team work; social cohesion – supporting arts & entertainment; remote education – e-learning methods & tools; family life during remote working & education, and; digital finance – speeding-up access to financial support.
Andy Jackson of the British Library Web Archive team posted a blogpost ‘Searching eTheses for the openVirus project‘ (Jackson 2020) on a contribution he made to openVirus in response to the issue that libraries may already hold knowledge that could be made available and help in the crises. Andy took up this challenge and applied the UK Web Archiving software tools to analysing the British Libraries holding of UK Theses EThOS of over half a million documents. Legally these cannot be redistributed, but data mining to generate statistical summaries of the contents of the documents is permitted — for example word frequencies — showing the likely relevance of a document. An API was made to access the theses and encapsulated in a Jupyter Notebook.
Dr Gita Yadav from the National institute for Plant Genome Research (NIPGR) in New Delhi is involved in running an innovative program on the next Green Revolution (TIGR2ESS). Last year Peter Murray-Rust helped her run a workshop on extracting knowledge from the scientific literature on plants, with fifty participants. NIPGR selects interns (mainly Masters students) to come to do 2-6 month research projects and because of the pandemic we’ve asked them to switch to researching COVID-19 literature! They love it. The seven interns — Ambreen, Charles, Kareena, Priya, Rajan, Vaishali, and Vanisha — who have very little programming experience, have learnt GitHub, Slack, Maven, and the ContentMine toolstack (getpapers and ami).
They’re now starting miniprojects, downloading a thousand Open Access papers and extracting knowledge. They’re all aimed at ‘viral epidemics’ (not just COVID) and looking for:
- which countries they occur in,
- what drugs are used,
- what other diseases co-occur,
- who funds research into epidemics,
- what other viruses are involved,
- non-pharmacological measures (e.g., social distances, public health), and
- experiences of testing and tracing.
At the end of four weeks they’ll have a spreadsheet of key papers, all annotated in a semantic manner, and will explore data analyses and display.
The software is still in an alpha stage, but moving forward at speed with development and documentation being added on a daily basis, all of which is able to happen because of years of work put in by Peter Murray-Rust, the ContentMine team, and collaborators. At some stage UIs will be able to be put in place for general use of the framework and methods by the public. Ideas for the application have already be worked out and below is a schematic of an health knowledge application that was made as a funding proposal ‘bioRxiv in Citizen Health Search (CHS)’ to traverse a variety of knowledge sources EuropePMC, bioRxiv and emerging community sources such as Crossref, unpaywall, Zenodo, and Wikidata and which illustrates the potential value as a ‘Citizen Dashboard’.
1. From Wikipedia: Directive on Copyright in the Digital Single Market https://en.wikipedia.org/wiki/Directive_on_Copyright_in_the_Digital_Single_Market#cite_note-41
See: “24 organisations urge Rapporteur Axel Voss MEP to strike a more ambitious deal on TDM – European Alliance for Research Excellence“. European Alliance for Research Excellence. 8 June 2018. Archived from the original on 12 June 2018. Retrieved 12 June 2018.
Murray-Rust, Peter. ‘OpenVirus – Tools for Discovering Literature on Viruses’. Science, 28 May 2020. https://www.slideshare.net/petermurrayrust/openvirus-tools-for-discovering-literature-on-viruses/6?src=clipshare.
Thaney, Kaitlin. ‘The Open Scholarship Ecosystem Faces Collapse; It’s Also Our Best Hope for a More Resilient Future’. Impact of Social Sciences (blog), 19 June 2020. https://blogs.lse.ac.uk/impactofsocialsciences/2020/06/19/the-open-scholarship-ecosystem-faces-collapse-its-also-our-best-hope-for-a-more-resilient-future/.
openVirus. ‘EUvsVirus: ContentMine – Scientific Knowledge for All’. Devpost, 26 April 2020. http://devpost.com/software/contentmine-scientific-knowledge-for-all.
Jackson, Andy. ‘Searching ETheses for the OpenVirus Project’. Digital Scholarship Blog (blog), 14 May 2020. https://blogs.bl.uk/digital-scholarship/2020/05/searching-etheses-for-the-openvirus-project.html.