Unlocking the Value of Preprints Index for Researchers

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Explore the benefits of utilizing a preprints index for scientific research, including efficient literature search, metadata standards, community-driven resources, and driving standards adoption. Discover how researchers leverage PubMed, deep learning, and systematic reviews to enhance their studies.

  • Preprints
  • Research
  • PubMed
  • Metadata
  • Standards

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Presentation Transcript


  1. Case for a preprints index

  2. 1. Scientists search multiple sources

  3. How life sciences researchers search for academic literature https://figshare.com/articles/Europe_PMC_Literature_Search_User_Research_Report/4789744

  4. 2. The collection is (re)used.

  5. 15-20,000 papers per year mention PubMed Enables writing of systematic reviews, QA and reproducibility, deep learning, algorithm development A Case Study on Sepsis Using PubMed and Deep Learning for Ontology Learning Important Difference to Infer Changes in Health Related Quality of Life - A Systematic Review. The quality of the reported sample size calculations in randomized controlled trials indexed in PubMed. Characterization of the mechanism of drug-drug interactions from PubMed using MeSH terms.

  6. 3. Use cases that rely on good metadata.

  7. Integrated research, impact assessment, compliance monitoring Articles People Institutions Reused from: seier+seier, Flickr Data Reused from: Images Money, Flickr Funders

  8. 4. Driving development and adoption of standards

  9. Metadata standards Metadata standards are not static are not static ORCIDs Article types Identifiers for funders, institutions, reagents Data citation Author roles Versions management

  10. 5. Community-driven resources save time and meet community needs

  11. Scaling the efforts of a few

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