Why do we need to include filtrations in the definition of probability spaces when talking about stochastic processes.

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In the first line of these notes the author defines his stochastic process. Using a filtration. What is the importance of filtrations?

https://warwick.ac.uk/fac/sci/maths/people/staff/stefan_grosskinsky/ma4h3/ma4h3-0809/notes_ips_book.pdf