I don't think 3 years is anything to worry about. Of course it could need a service (there's always that possibility with mechanical watches), but odds are it's completely fine. If the price is right, go for it!
This is slightly misleading -- oils will dry up regardless of how a watch is used. Just because a watch sits in a box for a few years doesn't mean the movement is in stasis.
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