I want to predict multiple values of the same variable in Regression. Please suggest the correct method

Question

Consider the following data: Sub_ID Temp Resp_Rate Disease 101 35.5 16 Influenza 101 35.5 16 Cold 101 35.5 16 Fever

I want to predict al