Let be the group of orthogonal matrices of size equipped with the probability distribution given by normalized Haar measure. We study the probability \begin{equation*} p_{2n}^{\left(\ell\right)} = \left[M_{2n} , \mbox{has no real eigenvalues}\right], \end{equation*} where is the left top minor of a orthogonal matrix. We prove that this probability is given in terms of a determinant identity minus a weighted Hankel matrix of size that depends on the truncation parameter . For the matrix coincides with the Hilbert matrix and we prove \begin{equation*} p_{2n}^{\left(1\right)} \sim n^{-3/8}, \mbox{ when }n \to \infty. \end{equation*} We also discuss connections of the above to the persistence probability for random Kac polynomials.

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