probability measure is an underlying assumption

Any stochastic differential equation has to be specified under a specific probability measure. When we change measure, the SDE will need change.

Any BM must be described under a specific probability measure, since the normal distribution assumes a probability measure...

Any expectation must be specified under a specific probability measure.