I made a mistake recently regarding the Gaussian density, by putting the determinant of the variance to the power $\frac{d}{2}$. Would the following argumentation be valid to highlight it should be to the power $\frac{1}{2}$? :
The argument of the exponential must be dimensionless, so whatever unit is $x$ in, the variance has dimension $x^2$.
$$ dimension( ~{ x^t \Sigma^{-1} x}) = 0 $$
in the density formula, dividing by the determinant yields therefore a quantity with dimension $x^{-2*d}$.
$$ dimension~ ( \frac{\alpha}{\det A} ) ~=~ ~x^{-2*d}$$
But since you want a density, that means if you multiply that by a volume (of dimension $x^d$) you get a dimensionless number.
$$ dimension ~( \frac{\alpha}{\det A} . dx ^d ~) ~=~ 0$$
So one should raise the determinant to the power $\frac{1}{2}$