How would you set about finding a model that is closer to reality, rather than one which merely makes better predictions?

I would undertake an arduous self-education in neuroscience. Thankfully, I have no interest in cognitive models which are close to reality but make bad predictions. I'm no longer as good at learning whole new fields as I was when I was younger, so I would find neuroscience a tough slog.