Can you give an example of evidence becoming worthless? (I can't think of any.)
Suppose A gives me information about B, and B gives me information about C; they're dependent. (Remember, probabilistic dependence is always mutual.) A gives me information about C (through B) only if I don't know B. If I know B, then A is conditionally independent of C, and so learning A tells me nothing about C.
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