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The logical model acts as a blueprint or a set of rules describing how things should be organized and structured. For the ARS, it is being used to create a model that describes how analysis results data should be organized and structured. LinkML allows the creation of a standardized and consistent approach to describing analysis results data, enabling greater interoperability and collaboration across different stakeholders. It has the added benefit of being able to convert Additionally, it enables converting them into various machine-readable formats (e.g., JSON, YAML, OWL, XML).

FurthermoreFurther, LinkML is a flexible and extensible tool, meaning that ; 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 will also support supports the development of validation rules that can be used to ensure the integrity and quality of the data, which is essential in our the highly regulated pharmaceutical industry.

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