I highly doubt that they would be baffled since I've read about the advanced civilisations of the Amazon ages ago. Hell, the even the very first explorer in the are a talked about large cities with lots of people.
Also, Eldorado is supposed to be a city and not a civilisation

And why is a palaeontologist talking about the site?