Unlocking Secrets: What Open Science Pioneers Wish They Knew Before Today’s Reality Hit
Authors should not have to become knowledge engineers. Integrated tools and AI-assisted extraction should make this practical, with researchers checking meaning rather than manually encoding their papers.
Third, I would design a broader mix of funding, licensing, and services, rather than treating APCs or transformative agreements as the destination. I would anticipate not only reading, but AI model training and fine-tuning, automated discovery, and paid knowledge services. CC BY already permits commercial reuse under its terms; it is not simply “free to read.”




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