I have heard this but I cannot confirm it. Does anyone know?
It is true, you can see it mentioned the Dev Docs too if you want extra confirmation :
To create an uncacheable page, mark any block on that page as uncacheable in the layout using cacheable="false".
You can see that on this page.
Yes it does. Full page cache will not be used on that page. But block cache and the rest works.