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Organized by Dr. Vince Madai, group leader “Responsible Algorithms” at the QUEST Center, and facilitated by Dr. Anthony Giannoumis, the workshop was designed to guide participants from diverse scientific backgrounds through a collaborative writing process. Using design thinking principles, participants explored questions such as: How can meta-research contribute to the development of trustworthy AI? What challenges—such as robustness and reliability—in healthcare AI can meta-research help address? The workshop culminated in the collaborative drafting of a position paper on the intersection of metaresearch and trustworthy AI, which is currently being further developed for publication.