Output prediction under uncertainty on the input signals and the parameters is addressed for a class of compartmental systems arising in the modelling of glucose endogenous metabolism for diabetic type I patients. A key point for obtaining the required envelopes is the fact that the system can be decomposed in a set of internally cooperative subsystems.