Can you actually prove if the null hypothesis is true or a type II error has occurred?
I'm new to statistics (sorry in advance!)
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No, you cannot. The are indistinguishable and this is one of the key challenges in statistics. An alternative comparison can be made between finding a significant result (because H0 is false) vs a type 1 error. We can attempt to control these error rates but it is always a trade off.