You don’t need to give anyone a disease to study medicine. Moreover, medicine is not limited to diseases. And it has both predictions and experimets.

In climate studies, it is not practical to increase temperature or humidity by x% and see the effects.

You still can observe, describe, analyze and model(predict). The goal of every science is to create prediction function.