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I am sure you can find some special function solution, if it has been studied before. Perhaps looking at something in modular forms and functions, sometimes these sort of ODEs pop up there like Weirestrass P-function.
I guess you can do repeated limits, as in $\lim_{(x,t)\rightarrow (0,\infty)}u(x,t)/\sqrt{t}\log t$, and then if you knew that at $t\to \infty$ $u(x,t)$ approaches $\pm \infty$ then you could have used the PDE with L'hopital; but this is quite a messy computation.