Unlocking Secrets: What Open Science Pioneers Wish They Knew Before Today’s Reality Hit
I would invest as seriously in verification as in publication efficiency. My goal would be to enable researchers, reviewers, and AI agents to inspect evidence, securely execute analyses, and compare outputs with reported results — starting before formal peer review. I would support independent replication too, without pretending that rerunning the original analysis amounts to a new experiment.
Second, I would ask for structured knowledge alongside the narrative manuscript: concepts, events, relationships, and claims linked to evidence, methods, uncertainty, and limitations. These author-validated contributions could accumulate into interconnected, domain-specific knowledge graphs, supporting human understanding and AI retrieval and reasoning. I would design them to preserve disagreements and incorporate corrections — not present every published claim as settled fact.
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