Be extremely careful if following this advice. Hyponatremia--dilution of the blood resulting in low levels of sodium--is a serious concern for marathon runners. Dehydration during a race won't kill you; hyponatremia might.
Absolutely, positively do not "get as much water as your stomach can handle". Your stomach can handle enough water to kill you.