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In this article, the open problem of finding the exact value of the norm of the Hilbert matrix operator on weighted Bergman spaces is adressed. The norm was conjectured to be $\frac{\pi}{\sin \frac{(2+\alpha)\pi}{p}}$ by Karapetrovi'{c}. We obtain a complete solution to the conjecture for and and a partial solution for $2+2\alpha < p < 2+\alpha+\sqrt{\alpha^2+\frac{7}{2}\alpha+3}.$ Moreover, we also show that the conjecture is valid for small values of when $2+2\alpha < p \le 3+2\alpha.\alpha = 1$ is considered.

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