~/talk

Stardust: Digital Tooling for Earthly Science & Education

Talkat IPFS Camp 2024 · 2024-07-11..07-13· [data-science, machine-learning]
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Argues for a Launchpad of tools that assess full digital research objects (data, software, methods) rather than just PDFs, claiming that interoperable quantitative–qualitative tooling yields more precise, nuanced, reliable evaluation. Describes a Rwanda case where Kinyarwanda lacks LLM support, internet penetration sits near 30%, and a local project collects offline and voice/text datasets to build a language platform aligned with IDPC/CoARA standards. Proposes mapping and integrating ORCID/DOI/OSF ecosystems, exploring standardized badging for integrity and reproducibility.

AI-written summary · about

  1. 0:00Introduction to Stardust
  2. 1:10Project and coalition background
  3. 3:15Digital challenges in research assessment
  4. 9:22Defining Stardust in data
  5. 11:08Rwanda case study on AI and language
  6. 15:30Plato’s Cave metaphor for data
  7. 16:55Current tooling and community needs
  8. 22:34Policy impact and digital tools
  9. 25:11Policy and technology gap
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