The program I'm most familiar with is run by the United States Centers for Disease Control and Prevention. I don't know the numbers of people in their most recent one, but it was large, as they do it in a statistically valid way. They have it set up to satisfy ethical and other criteria and have a considerable budget. I think they targeted 150 compounds in their last go-round.
