GSM is Grams per Square Metre as state above, however "The thicker the paper (high GSM number) the higher the quality" this totally inaccurate, thickness is measured in Microns (one thousandth of a millimetre) not GSM.
The quality of paper is another thing all together and has nothing to do with GSM or Microns.