Development and preliminary validation of a machine learning system for thyroid dysfunction diagnosis based on routine laboratory tests.

We demonstrated the potential of machine learning approaches for diagnosing the presence of thyroid dysfunction from routine laboratory tests. Further validation, including prospective clinical studies, is necessary prior to application of our method in the clinic.