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The main reasons why standardization of laboratory instrument interfaces is difficult to promote include: large instrument manufacturers tend to build closed software ecosystems to lock in customers; laboratory equipment varies enormously across different disciplines, making it difficult to cover with a single protocol; and academic laboratories typically lack the funding and motivation for standardization retrofits.

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9/5/2026
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