Re the Antikythera mechanism

I looked at my posting about the Antikythera mechanism. Wikipedia suggests that the mechanism was refined. This makes me wonder what other machines might be lurking out there, or maybe have been lost to all time. The Baghdad battery comes to mind. What was that all about ? Can anybody explain that to me ?