To use your simplistic example Clifford of obesity & heart disease, you would select the control non-heart attack population blind to their obesity and it would become pretty clear that obesity is a risk factor for heart disease, obesity is the blinded variable in your example, thiomersal exposure was the blinded variable used in the paper