All those forms are equal, and equal to $\,\gcd(a,b,c,d)\,$. This follows from piecing together the results quoted below, whose full proofs can be found at the respective links.
$\gcd(a,b)\,$ is commutative, by definition.
$\gcd\,$ is associative, in the sense that $\,\gcd\left(\gcd(a,b),c\right)=\gcd\left(a, \gcd(b,c)\right)\,$, proved for example under $\gcd(a,b,c)=\gcd(\gcd(a,b),c)\,$ [Associative Law for GCD, LCM].
Associativity amounts to being able to "drop the parentheses", proved under How does one actually show from associativity that one can drop parentheses?, and specifically for $\,\gcd\,$ under $\gcd(a_1,a_2,\ldots,a_n) = \gcd(\gcd(\gcd(a_1,a_2),a_3),\ldots.a_n)$ [gcd is associative].
This means the multi-variate $\,\gcd(a_1, a_2, \dots, a_n)\,$ is well-defined and invariant to permutations of variables, so $\gcd\bigg(\gcd(a,b),\gcd(c,d)\bigg)$ $=\gcd(a,b,c,d)$ $= \gcd\bigg(\gcd(a,c),\gcd(b,d)\bigg)=\dots$
[ EDIT ] $\;$ To emphasize the commutativity point in relation to this part of the question:
Is $\gcd\bigg(\gcd(a,b),\gcd(c,d)\bigg) = \gcd\bigg(\gcd(a,c),\gcd(b,d)\bigg)$ another instance of GCD Associativity?
The equality does hold true, indeed, but only because $\,\gcd\,$ is commutative in addition to being associative. If, for example, $\,a,b,c,d\,$ were square matrices of the same size, instead, and $\,\gcd\,$ were replaced with matrix multiplication, the equality $\,(a \cdot b) \cdot (c \cdot d) = (a \cdot c) \cdot (b \cdot d)\,$ would not hold true in general, because matrix multiplication is associative, but is not commutative.