The R-R identity you mention in your question is one of a pair and together they are part of a fascinating story told by William Duke, Continued Fractions and Modular Functions, Bull. Amer. Math. Soc. 42 (2005), 137-162. On page 143 he writes (NOTE: $q = e(\tau) := e^{2\pi i\tau})$
The theta constant with characteristic
$[^{\,\epsilon}_{\epsilon'}]\in\mathbb{R}^2$
is defined by
$ \quad\quad\quad\quad\theta[^{\,\epsilon}_{\epsilon'}](\tau)=
\sum_{n\in\mathbb{Z}}e(\frac12(n+\frac{\epsilon}2)^2\tau
+\frac{\epsilon'}2(n+\frac{\epsilon}2))$
for $\tau\in\mathcal{H}.$
It satisfies the following basic properties for $\ell,m,N\in\mathbb{Z}$ with $N$ positive $\textrm{[FK pp. 72-77]}$:
$ (4.3)\quad\quad\quad \theta[^{\,\epsilon}_{\epsilon'}](\tau) =
e(\mp\frac{\epsilon m}2)
\theta[^{\,\pm\epsilon+2\ell}_{\pm\epsilon'+2m}](\tau) \\
(4.4)\quad\quad\quad \theta[^{\,\epsilon}_{\epsilon'}](\tau) =
\sum_{k=0}^{N-1} \theta[^{\frac{\epsilon+2k}N}_{N\epsilon'}]
(N^2\tau).$
It also satisfies for
$(^{a\, b}_{c\, d})\in \textrm{SL}(2,\mathbb{Z})$
the fundamental transformation law $\textrm{[FK Thm 1.11, p. 81]}$:
$ (4.5)\quad\quad\quad
\theta[^{\,\epsilon}_{\epsilon'}](\frac{a\tau+b}{c\tau+d})
= \kappa\sqrt{c\tau+d}\,\theta
[^{a\epsilon+c\epsilon'-ac}_{b\epsilon+d\epsilon'+bd}](\tau)$
where
$\quad\quad\quad\kappa = e(-\frac14(a\epsilon+c\epsilon')bd-\frac18(
ab\epsilon^2+cd\epsilon'^2+2bc\epsilon\epsilon'))\kappa_0,$
with $\kappa_0$ and eighth root of unity depending only on the matrix $(^{a\, b}_{c\, d}).$ The value of $\kappa_0$ is fixed by
choosing the argument of the square root to be in $[0,\pi).\,$
In particular we have $\textrm{[FK, p. 86]}$
$(4.6)\quad\quad\quad
\theta[^{\,\epsilon}_{\epsilon'}](\tau+1)=
e(-\frac{\epsilon}4(1+\frac{\epsilon}2))\theta[^{\quad\epsilon}
_{\epsilon+\epsilon'+1}](\tau)$
and
$(4.7)\quad\quad\quad
\theta[^{\,\epsilon}_{\epsilon'}](\frac{-1}\tau)=
e(-\frac18)\sqrt{\tau}e(\frac{\epsilon\epsilon'}4)\theta
[^{\,\,\epsilon'}_{-\epsilon}](\tau).$
Additional transformation formulas invoked later in the text are
given in Appendix A. we also have the product formula
$\textrm{[FK, p. 141]}$:
$ (4.8)\quad \theta[^{\,\epsilon}_{\epsilon'}](\tau) \!=\! e(\frac{\epsilon\epsilon'}4)
q^{\frac{\epsilon^2}8} \!\prod_{n\ge 1} (1\!-\!q^n)
(1\!+\!e(\frac{\epsilon'}2)q^{n-\frac{1+\epsilon}2})
(1\!+\!e(\frac{-\epsilon'}2)q^{n-\frac{1-\epsilon}2}),$
which follows from the Jacobi triple product identity.
$\quad$ A short calculation using $(4.1)$ and $(4.8)$ shows that
$ (4.9) \quad\quad\quad r(\tau) = e(-\frac1{10})\frac
{\theta[^{3/5}_{\,\,1}](5\tau)}{\theta[^{1/5}_{\,\,1}](5\tau)}. $
N.B.: In the infinite product in $(4.8)$ the $\frac{\epsilon'}2$ and $-\frac{\epsilon'}2$ should be swapped.
The reciprocal of the right side of the R-R equation corresponds to the numerator of equation $(4.9)$ of the Duke article but not exactly. What I mean is that the theta constant has both an
infinite sum and an infinite product expansion. As a special case of this result we have the equation
$$ \sum_{n=-\infty}^{\infty}\!(-1)^n q^{(10n+3)^2} \!=\!
q^9 \prod_{n=1}^{\infty} (1\!-\!q^{200n})
(1\!-\!q^{200n-160})(1\!-\!q^{200n-40}) \tag{1}$$
The Wikipedia article Rogers-Ramanujan identities states that
If $\,q=e^{2\pi i\tau},\,$ then $\,q^{-1/60}G(q)\,$ and
$\,q^{11/60}H(q)\,$ are modular functions of $\,\tau.$
Now, by definition of $\,G(q)\,$ we have
$$ 1/G(q) = \prod_{n=1}^\infty (1-q^{5n-4})(1-q^{5n-1}) \tag{2}$$
and therefore we immediately have
$$ 1/G(q^{40}) = \prod_{n=1}^\infty (1-q^{200n-160})(1-q^{200n-40}). \tag{3}$$
Comparing this with equation $(1)$ we now have
$$ q^9/G(q^{40})\prod_{n=1}^\infty (1-q^{200n}) =
\sum_{n=-\infty}^{\infty} (-1)^n q^{(10n+3)^2}. \tag{4}$$
The infinite product on the left side is the Dedekind $\eta$
function missing a factor of $q^{200/24}=q^{25/3}.$ When we supply the missing factor, the power of $q$ on the left side is now
$\,q^{9-25/3}=q^{2/3}.\,$ Now $\,q^{2/3}/G(q^{40})\,$ is a modular function and therefore so is $\,q^{1/60}/G(q) \,$ and
$\,q^{-1/60}G(q)\,$ which answers your question.
P.S. I have found a very brief reference that may answer your question.
In Bruce C. Berndt, Ramanujan's Notebooks, Part IV, page 285 is written:
McIntosh [1] has improved $(8.3)$ by proving that, as $q$ tends to $1-,$
$$ \log\left(\sum_{n=0}^\infty \frac{q^{n^2}}{(q)_n}\right) =
-\frac1{\log q} \frac{\pi^2}{15} -\frac12\log\left(\frac{5-\sqrt{5}}2\right) + \frac{\log q}{60} + E_1(q), $$
where $E_1(q)$ is exponentially small. The small error term arises from $(0.1)$
and the transformation formula for the infinite product.
A little further on is this
By setting $\,b=c=1\,$ in Entry 7 and using McIntosh's further work, we
find that, as $\,q\,$ tends to $1-$,
$$ \log\left(\sum_{n=0}^\infty \frac{q^{n(n+1)}}{(q)_n}\right) =
-\frac1{\log q} \frac{\pi^2}{15} -\frac12\log\left(\frac{5+\sqrt{5}}2\right) - \frac{11\log q}{60}+ E_2(q), $$
where $\,E_2(q)\,$ is exponentially small.
The coefficient of $\,\log q\,$ is why you need $\,q^{-1/60}\,$ in the
1st case and $\,q^{11/60}\,$ in the 2nd.