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I found that te numpy array tests already contained an empty-shaped array test, but none with data in it.
Following PEP 3118, scalars have an empty shape and ndim 0. This works already and is now also documented/covered by a test.
Side note for readers: as documented here, Numpy < 1.15 is bugged when handling scalars.