There's a new plugin for running R from Gedit now, really simple and functional. I'd recommend you check it out if you use R and want a basic GUI that does exactly what you want cleanly, without having to learn another piece of software (as you can continue to use Gedit).
http://sourceforge.net/projects/rgedit/
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