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from a layman's point of view...

the battery plate chemicals turn brittle when in the discharged state, and can more easily break off and fall. the more they fall off, the less the battery's ability to hold charge.
in charged state, these same chemicals are not as brittle and do not fall off.

hence the importance of keeping your battery in charged state.