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A reference would be the paper

Mantegazza, Carlo, Mennucci, Andrea Carlo: Hamilton-Jacobi equations and distance functions on Riemannian manifolds.Appl. Math. Optim.47(2003), no.1, 1–25.

https://mathscinet.ams.org/mathscinet-getitem?mr=1941909

See Theorem 3.1