I do exactly that behavior all the time. It's difficult to tell whether an image will expand when I click it on Twitter app for iPhone. When it opens a browser window that I wasn't expecting, I close immediately.
Tap and hold on a link. A sheet will pop up asking how to treat the link. The link address will be listed at the top.