  We prove new factorization and dilation results for general positive
operator-valued kernels, and we present their implications for associated
Hilbert space-valued Gaussian processes, and their covariance structure.
Further applications are to non-commutative probability theory, including a
non-commutative Radon--Nikodym theorem for systems of completely positive maps.
