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However, despite this potential, there are a number of challenges. Medical data is usually governed by privacy and security policies such as HIPPA that make it difficult to share patient data. Patient health records can be very difficult to completely de-identify. Medical imaging data, especially brain MRIs, can be particularly challenging as once one could easily reconstruct a recognizable 3D model of the subject.

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