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Item type:Publication, Access status: with files , Fostering cultural change in research through innovative knowledge sharing, evaluation, and community engagement strategies(Nature Publishing Group UK, 2026-09-04); ;Sheu, Jinn-Kong; ; Alú, AndreaBringing together researchers, funders, industry partners, and publishers from 14 countries across five continents, we advance the debate around open-science, assessment and learning. We introduce an integrative “open-knowledge system” framework linking knowledge production, validation, assessment, and reuse into one ecosystem view, and translate it into actionable recommendations for each stakeholder. Shifting focus to modular, machine-readable knowledge objects, these recommendations are intended to help diagnose misaligned incentives and guide reforms that properly value all scientific contributions.Publicationtype: Journal Article19 11