Preheat oven to 350°F.
Coat a 9" cake pan with nonstick spray and line base with a parchment paper round.
Whisk flour, baking powder, baking soda, salt, cinnamon, ginger and nutmeg in a large bowl to combine.
Combine sugars, oil, honey, egg, egg yolk and vanilla in the bowl of an electric mixer.
Beat mixture until pale and thickened, about 4 minutes.
Reduce speed to medium-low and gradually pour in orange juice and buttermilk. Beat until frothy, about 2 minutes.
Reduce speed to low and gradually add dry ingredients; beat just until smooth. The mixture will be thin, like pancake batter.
Pour into prepared pan and bake until cake is golden brown and center springs back when gently pressed (a cake tester will not come out clean), 50–55 minutes.
Transfer to a wire rack and let cool in pan.
Run a knife around edges of cake to loosen and invert onto rack; let cool completely.