Relation symplectic form and Riemannian metric
Consider a symplectic manifold. If we have also any Riemannian metric
Also, the Poisson bracket can be computed as
So the Poisson bracket can be seen as the dot product of both gradients, for any Riemannian metric!!
This also should also has to do with the note Hermitian form, inner product and symplectic form relationship.