(Note: This is the case $a=\frac16$ of ${_2F_1\left(a ,a ;a +\tfrac12;-u\right)}=2^{a}\frac{\Gamma\big(a+\tfrac12\big)}{\sqrt\pi\,\Gamma(a)}\int_0^\infty\frac{dx}{(1+2u+\cosh x)^a}.\,$ There is also $a=\frac13$ and $a=\frac14$.)
After investigating $a=\frac13$ and $a=\frac14$, I wondered if there was for $a=\frac16$. And happily there was,
$$\frac{1}{\color{red}{432}^{1/4}\,K(k_3)}\,\int_0^1 \frac{dx}{\sqrt{1-x}\,\sqrt[6]{x^5+\color{blue}{\tfrac{125}3}x^6}}=\,_2F_1\big(\tfrac16,\tfrac16;\tfrac23;-\color{blue}{\tfrac{125}{3}})=\frac{2}{3^{5/6}}$$ $$\frac{1}{\color{red}{432}^{1/4}\,K(k_3)}\,\int_0^1 \frac{dx}{\sqrt{1-x}\,\sqrt[6]{x^5+\color{blue}{2^7\phi^9}\, x^6}}=\,_2F_1\big(\tfrac16,\tfrac16;\tfrac23;-\color{blue}{2^7\phi^9})=\frac{3}{5^{5/6}}\phi^{-1}$$
The first was found by computer search and, from previous posts, the denominator with $K(k_3)$ was enough to give me a clue that $\tau=\frac{1+3\sqrt{-3}}2$ was involved. After fiddling around with some equations, a third conjecture can be made, that there is an infinite family of algebraic numbers $\alpha$ and $\beta$ such that,
$$_2F_1\left(\frac16,\frac16;\frac23;-\alpha\right)=\beta$$
Conjecture: "Let $\tau = \frac{1+p\sqrt{-3}}{2}$ with integer $p>1$. Then $\alpha$ is the root of an analogous quadratic, $$16\cdot\color{red}{432}\,\alpha(1+\alpha)=-j(\tau)$$ with j-function $j(\tau)$. And if odd $p=3k\pm1$ is a prime, then $\alpha$ and $\beta^6$ are algebraic numbers of degree $k$."
$$\begin{array}{|c|c|c|c|c|} \hline p&\tau&\alpha(\tau)&\beta(\tau)&\text{Deg}\\ \hline 3&\frac{1+3\sqrt{-3}}2&\frac{125}3& \large\frac2{3^{5/6}} &1\\ 5&\frac{1+5\sqrt{-3}}2&2^7\phi^9& \large\frac3{5^{5/6}}\phi^{-1} &2\\ 7&\frac{1+7\sqrt{-3}}2&\Big(\frac{129 + 29\sqrt{21}}2\Big)^3& \large\frac47 \frac1{U_{21}^{1/2}} &2\\ 11&\frac{1+11\sqrt{-3}}2& x_1 & \large\frac6{11} x_2 &4 \\ 13&\frac{1+13\sqrt{-3}}2& y_1 & \large\frac7{13} y_2 &4 \\ \hline \end{array}$$ $U_{21}=\frac{5+\sqrt{21}}2$ is a fundamental unit, while $x_i,y_i$ are roots of quartics which are rather tedious to write down. And so on.
Q: How do we prove this conjecture? (And the other two?)