Discussion on answer by Michael Welch: Had to drink untreated water: Any immediate action to avoid getting sick?

Imported from a comment discussion on https://outdoors.stackexchange.com/questions/27182/had-to-drink-untreated-water-any-immediate-action-to-avoid-getting-sick/27193#27193