I didn't feel like the one on eBay was brown until I did this comparison - now I think it's the brownest one I've ever seen (but still not very brown, in my eyes, when compared to the other browns, like Old Mill).
The "color corrected" simply means being run through the Photoshop Auto-Tone, Auto-Contrast, and Auto-Color passes.