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Further, LinkML is a flexible and extensible tool; the model can be easily modified as needed to incorporate new data elements or requirements. By creating a machine-readable model, analysis results data can be more easily understood, shared, and reused by both humans and machines. LinkML also supports the development of validation rules that can be used to ensure the integrity and quality of the data,

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