Here's a suggestion you might want to investigate. When solving the SE by the method of separation of variables, we find that the time dependant part of the solution is \exp{iEt/\hbar}, and the position dependant part satisfies the time-independant SE. Denote \psi(x) the solution to the time independant SE for a given potential. Then the general solution to the SE is \Psi(x,t)=\psi(x)e^{iEt/\hbar}, and according to the Born interpretation, \Psi \Psi^* is a probability density function for the position of the particle. But \Psi \Psi^* = \psi\psi^*. I.e. the probability density is is time independant!
So the question is, would the time dependant part of the \Psi still be such that the probability is time independant if the t "dependance" of the SE was not of first order?