You can do it by getting the s-parameters and then you can use it is an input to write an extraction algorithm in MATLAB.
One can take the help of Balanis and Theory of Metamaterial books for the formulation of this algorithm. This should verify that it is metamaterial and the values as well.
I can suggest some papers as well in which this already has been done.