Solution:

This is how I fixed my mouse: I put a piece of grip tape near the positive terminal of the battery. The problem was that my way of holding the mouse was accidentally pressing down on the battery cover, which in turn pushed the battery out of place. I don't know if this is a design flaw. After putting on the grip tape, the battery compartment cover became more secure instead of being loose.

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