Even though vectorize internally uses a ufunc, it appears that it coerces its results into arrays. Thus even if the input data implemented __array_ufunc__, the result would be a NumPy Array. This means that other types (e.g. Dask Arrays) will be computed by vectorize even if it was not the users intent.

Edit: Similar issues occur when signature is provided.