Thanks for the feedback. Those links are indeed quite difficult to reach because of the infinite scroll. I'll definitely move them back into the menu.
What do you think of this scroll. On kindle it a left swipe instead. I might implement both actually...
I think the scroll is okay. An easy way to move between chapters is important.