I found an answer in this paper, albeit sans proof, with my own interpretation of some slightly ambiguous language.
Let $ab$ denote a directed edge from vertices $a$ and $b$. Let $l_{ab}$ and $r_{ab}$ denote the outwards facing unit normal of the incident faces on the left and right of $ab$ respectively (when viewed from the side of $a$ towards $b$).
Edge $ab$ is convex iff $l_{ab} \cdot (\hat{ab} \times r_{ab}) < 0$.
Vertex $v$ is convex iff $\exists$ vertices $a$ and $b$ with $n = va \times vb$ s.t.:
* $va$ and $vb$ are convex
* Either: (a) boths edges are incident on the same face with outwards normal $\hat{n}$ _or_ (b) $\hat{n} \cdot (l_e \times \hat{e}) < 0$ and $\hat{n} \cdot (\hat{e} \times r_e) < 0$, for both $e = va$ and $e=vb$
* For every vertex $u$ incident to $v$ (except $a$ and $b$), $(\hat{n} \cdot \hat{vu}) < 0$
A vertex has a local supporting plane if it is convex by this definition.