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In this paper, we prove that a compact quasi-Einstein manifold of dimension with boundary nonnegative sectional curvature and zero radial Weyl tensor is either isometric, up to scaling, to the standard hemisphere or $g=dt^{2}+\psi ^{2}(t)g_{L}u=u(t),g_{L}$ is Einstein with nonnegative Ricci curvature. A similar classification result is obtained by assuming a fourth-order vanishing condition on the Weyl tensor. Moreover, a new example is presented in order to justify our assumptions. In addition, the case of dimension is also discussed.

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