Horvat et al. (J. Math. Chem., 2014) showed that the rank of the -th Hadamard power of a Euclidean distance matrix satisfies , and proved that the inequality is strict whenever an annihilating polynomial exists. The converse - that the absence of annihilating polynomials forces - was left as an open problem. We resolve it by exhibiting a kernel factorisation , where is the evaluation matrix on the polynomial space and is a universal matrix independent of the point configuration. A trinomial expansion of the kernel reveals that has a block-diagonal structure whose blocks are sums of Gram matrices with positive coefficients; this yields the non-singularity of~ and completes the rank identity.

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