Using random forest to learn Imbalanced Data (rare disease)
Use class weights, to weight errors, so that "incorrectly labelling a sick person as healthy" is penalized more than "incorrectly labelling a healthy person as sick".  Or look up any of the other standard techniques for dealing with class imbalance.