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Research Article
Research Ideas and Outcomes 9: e105197
https://doi.org/10.3897/rio.9.e105197 (09 Aug 2023)
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  • Introduction
  • Impact of COVID-19 pandemic on industries 
  • Process flow chart of a typical R&D operation
  • Integrating technologies 
    • Data integrity
    • Structured vs. unstructured data
    • Integrating multi-data sources
      • Synthesis data stream (formulation)
      • Process data stream
      • Analytical instrument data stream
      • Electronic Lab Notebook (ELN) data source
      • Laboratory Information Management System (LIMS) data source
  • Data automation and custom workflows
    • KNIME workflow platform
    • What next after integrated data?
  • Conclusion
  • Appendix
  • Abbreviations 
  • References
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